| Original Filename: | W.E_15.11.25_1776757527.pdf |
| Upload Date: | April 21, 2026 at 08:37 AM |
| Total Pages: | 21 |
| Processing Status: | Completed |
| Total Documents: | 16 |
| Invoices: | 15 |
| Credit Cards: | 1 |
Unknown
80%Invoice
80%Invoice
85%Invoice
85%Invoice
85%Invoice
85%Invoice
85%Invoice
85%Invoice
85%Invoice
80%Invoice
70%Credit Card
85%Unknown
70%Unknown
70%Unknown
80%Unknown
70%Invoice
95%Invoice
95%Invoice
95%Invoice
95%Invoice
95%| Document Type | Pages | Confidence | Processing Status | Created | Actions |
|---|---|---|---|---|---|
| Invoice | 2 (1 page) | 80% | Processed | 2026-04-21 08:37 | View |
| Invoice | 3 (1 page) | 85% | Processed | 2026-04-21 08:37 | View |
| Invoice | 4 (1 page) | 85% | Processed | 2026-04-21 08:37 | View |
| Invoice | 5 (1 page) | 85% | Processed | 2026-04-21 08:37 | View |
| Invoice | 6 (1 page) | 85% | Processed | 2026-04-21 08:37 | View |
| Invoice | 7 (1 page) | 85% | Processed | 2026-04-21 08:37 | View |
| Invoice | 8 (1 page) | 85% | Processed | 2026-04-21 08:37 | View |
| Invoice | 9 (1 page) | 95% | Processed | 2026-04-21 08:37 | View |
| Invoice | 10 (1 page) | 95% | Processed | 2026-04-21 08:37 | View |
| Invoice | 11 (1 page) | 70% | Processed | 2026-04-21 08:37 | View |
| Credit Card | 12 (1 page) | 85% | Processed | 2026-04-21 08:37 | View |
| Invoice | 17 (1 page) | 95% | Processed | 2026-04-21 08:37 | View |
| Invoice | 18 (1 page) | 95% | Processed | 2026-04-21 08:37 | View |
| Invoice | 19 (1 page) | 95% | Processed | 2026-04-21 08:38 | View |
| Invoice | 20 (1 page) | 95% | Processed | 2026-04-21 08:38 | View |
| Invoice | 21 (1 page) | 95% | Processed | 2026-04-21 08:38 | View |
{
"document_groups": [
{
"avg_confidence": 0.8,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "5.93"
},
"document_type": "invoice",
"end_page": 2,
"pages": [
{
"confidence_score": 0.8,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.8,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.8,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\u0027ALDI STORES\u0027), a total amount (\u00275.93 GBP\u0027), and itemized purchases with quantities and prices. However, it lacks a clear invoice number and date, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": null,\n \"total_amount\": \"5.93\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0sktqXvTV4sbAkoGrpfqHUKPPC5\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.8,\\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\\\u0027ALDI STORES\\\u0027), a total amount (\\\u00275.93 GBP\\\u0027), and itemized purchases with quantities and prices. However, it lacks a clear invoice number and date, which slightly reduces confidence.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": null,\\n \"total_amount\": \"5.93\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760586, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=222, prompt_tokens=1166, total_tokens=1388, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails("
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "5.93"
},
"llm_reasoning": "The document contains key indicators of an invoice, such as a seller name (\u0027ALDI STORES\u0027), a total amount (\u00275.93 GBP\u0027), and itemized purchases with quantities and prices. However, it lacks a clear invoice number and date, which slightly reduces confidence.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.8,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\u0027ALDI STORES\u0027), a total amount (\u00275.93 GBP\u0027), and itemized purchases with quantities and prices. However, it lacks a clear invoice number and date, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": null,\n \"total_amount\": \"5.93\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.08333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 2,
"text_length": 419
}
],
"start_page": 2
},
{
"avg_confidence": 0.85,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "14/11/2025",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Morrisons",
"statement_period": null,
"total_amount": "\u00a316.57"
},
"document_type": "invoice",
"end_page": 3,
"pages": [
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as itemized descriptions, quantities, prices, and a total amount. It also includes a seller name (Morrisons) and a transaction date, which are typical of invoices or receipts.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"Morrisons\",\n \"invoice_date\": \"14/11/2025\",\n \"total_amount\": \"\u00a316.57\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0smguA9juc4kP4B5sZsqQrhaeom\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains key indicators of an invoice, such as itemized descriptions, quantities, prices, and a total amount. It also includes a seller name (Morrisons) and a transaction date, which are typical of invoices or receipts.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"Morrisons\",\\n \"invoice_date\": \"14/11/2025\",\\n \"total_amount\": \"\u00a316.57\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760588, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=222, prompt_tokens=1350, total_tokens=1572, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cac"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "14/11/2025",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Morrisons",
"statement_period": null,
"total_amount": "\u00a316.57"
},
"llm_reasoning": "The document contains key indicators of an invoice, such as itemized descriptions, quantities, prices, and a total amount. It also includes a seller name (Morrisons) and a transaction date, which are typical of invoices or receipts.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as itemized descriptions, quantities, prices, and a total amount. It also includes a seller name (Morrisons) and a transaction date, which are typical of invoices or receipts.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"Morrisons\",\n \"invoice_date\": \"14/11/2025\",\n \"total_amount\": \"\u00a316.57\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "llm_preferred",
"pattern_based": {
"confidence": 0.2042857142857143,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.0,
"total_score": 0.07058823529411765
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.16666666666666666,
"pattern_score": 0.14285714285714285,
"total_score": 0.2042857142857143
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "nominal_ledger"
}
},
"page_number": 3,
"text_length": 1015
}
],
"start_page": 3
},
{
"avg_confidence": 0.85,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "08.11.25",
"invoice_number": "2103 C411/001/003",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Aldi Stores",
"statement_period": null,
"total_amount": "39.09"
},
"document_type": "invoice",
"end_page": 4,
"pages": [
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\u0027Aldi Stores\u0027) and a date (\u002708.11.25\u0027), which are typical elements of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"2103 C411/001/003\",\n \"seller_name\": \"Aldi Stores\",\n \"invoice_date\": \"08.11.25\",\n \"total_amount\": \"39.09\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0snCOFxAe8ZqXhP1CKosyfYCFjk\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\\\u0027Aldi Stores\\\u0027) and a date (\\\u002708.11.25\\\u0027), which are typical elements of an invoice.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"2103 C411/001/003\",\\n \"seller_name\": \"Aldi Stores\",\\n \"invoice_date\": \"08.11.25\",\\n \"total_amount\": \"39.09\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760589, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=232, prompt_tokens=1547, total_tokens=1779, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(a"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "08.11.25",
"invoice_number": "2103 C411/001/003",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Aldi Stores",
"statement_period": null,
"total_amount": "39.09"
},
"llm_reasoning": "The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\u0027Aldi Stores\u0027) and a date (\u002708.11.25\u0027), which are typical elements of an invoice.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\u0027Aldi Stores\u0027) and a date (\u002708.11.25\u0027), which are typical elements of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"2103 C411/001/003\",\n \"seller_name\": \"Aldi Stores\",\n \"invoice_date\": \"08.11.25\",\n \"total_amount\": \"39.09\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "llm_preferred",
"pattern_based": {
"confidence": 0.03,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "payroll_statement"
}
},
"page_number": 4,
"text_length": 1213
}
],
"start_page": 4
},
{
"avg_confidence": 0.85,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "05.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "12.24"
},
"document_type": "invoice",
"end_page": 5,
"pages": [
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\u0027ALDI STORES\u0027) and a date (\u002705.11.25\u0027), which align with typical invoice characteristics.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"05.11.25\",\n \"total_amount\": \"12.24\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0spJpMQJHNZ7Dcgu3wLbVRiu5En\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\\\u0027ALDI STORES\\\u0027) and a date (\\\u002705.11.25\\\u0027), which align with typical invoice characteristics.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": \"05.11.25\",\\n \"total_amount\": \"12.24\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760591, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=225, prompt_tokens=1222, total_tokens=1447, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_to"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "05.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "12.24"
},
"llm_reasoning": "The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\u0027ALDI STORES\u0027) and a date (\u002705.11.25\u0027), which align with typical invoice characteristics.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\u0027ALDI STORES\u0027) and a date (\u002705.11.25\u0027), which align with typical invoice characteristics.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"05.11.25\",\n \"total_amount\": \"12.24\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "llm_preferred",
"pattern_based": {
"confidence": 0.02564102564102564,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "property_statement"
}
},
"page_number": 5,
"text_length": 541
}
],
"start_page": 5
},
{
"avg_confidence": 0.85,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "11/11/2025",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "KAKA SUPERMARKET",
"statement_period": null,
"total_amount": "20.25"
},
"document_type": "invoice",
"end_page": 6,
"pages": [
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\u0027KAKA SUPERMARKET\u0027), a date (\u002711/11/2025\u0027), and a subtotal (\u002720.25\u0027). However, it lacks a formal invoice number and explicit terms like \u0027Invoice\u0027 or \u0027Bill To,\u0027 which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"KAKA SUPERMARKET\",\n \"invoice_date\": \"11/11/2025\",\n \"total_amount\": \"20.25\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0sqSz8X9ZuvBlGDimzaMlyHZkdr\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\\\u0027KAKA SUPERMARKET\\\u0027), a date (\\\u002711/11/2025\\\u0027), and a subtotal (\\\u002720.25\\\u0027). However, it lacks a formal invoice number and explicit terms like \\\u0027Invoice\\\u0027 or \\\u0027Bill To,\\\u0027 which slightly reduces confidence.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"KAKA SUPERMARKET\",\\n \"invoice_date\": \"11/11/2025\",\\n \"total_amount\": \"20.25\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760592, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=241, prompt_tokens=1191, total_tokens=1432, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_t"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "11/11/2025",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "KAKA SUPERMARKET",
"statement_period": null,
"total_amount": "20.25"
},
"llm_reasoning": "The document contains key indicators of an invoice, such as a seller name (\u0027KAKA SUPERMARKET\u0027), a date (\u002711/11/2025\u0027), and a subtotal (\u002720.25\u0027). However, it lacks a formal invoice number and explicit terms like \u0027Invoice\u0027 or \u0027Bill To,\u0027 which slightly reduces confidence.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\u0027KAKA SUPERMARKET\u0027), a date (\u002711/11/2025\u0027), and a subtotal (\u002720.25\u0027). However, it lacks a formal invoice number and explicit terms like \u0027Invoice\u0027 or \u0027Bill To,\u0027 which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"KAKA SUPERMARKET\",\n \"invoice_date\": \"11/11/2025\",\n \"total_amount\": \"20.25\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.08333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 6,
"text_length": 428
}
],
"start_page": 6
},
{
"avg_confidence": 0.85,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "11.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "25.96"
},
"document_type": "invoice",
"end_page": 7,
"pages": [
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains itemized purchases with descriptions, quantities, and prices, as well as a total amount and VAT details. These are key indicators of an invoice. The presence of a seller name (\u0027ALDI STORES\u0027) and a date (\u002711.11.25\u0027) further supports this classification.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"11.11.25\",\n \"total_amount\": \"25.96\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0ss1g0pkdbRKmqs9CYAwHpsT3Kf\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains itemized purchases with descriptions, quantities, and prices, as well as a total amount and VAT details. These are key indicators of an invoice. The presence of a seller name (\\\u0027ALDI STORES\\\u0027) and a date (\\\u002711.11.25\\\u0027) further supports this classification.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": \"11.11.25\",\\n \"total_amount\": \"25.96\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760594, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=232, prompt_tokens=1384, total_tokens=1616, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_de"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "11.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "25.96"
},
"llm_reasoning": "The document contains itemized purchases with descriptions, quantities, and prices, as well as a total amount and VAT details. These are key indicators of an invoice. The presence of a seller name (\u0027ALDI STORES\u0027) and a date (\u002711.11.25\u0027) further supports this classification.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains itemized purchases with descriptions, quantities, and prices, as well as a total amount and VAT details. These are key indicators of an invoice. The presence of a seller name (\u0027ALDI STORES\u0027) and a date (\u002711.11.25\u0027) further supports this classification.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"11.11.25\",\n \"total_amount\": \"25.96\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.08333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 7,
"text_length": 864
}
],
"start_page": 7
},
{
"avg_confidence": 0.85,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "2025-11-12",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "19.33"
},
"document_type": "invoice",
"end_page": 8,
"pages": [
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a list of items with quantities, prices, and a total amount. Additionally, it includes a seller name (\u0027ALDI STORES\u0027) and a transaction date (\u002712.11.25\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"2025-11-12\",\n \"total_amount\": \"19.33\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0t5cP18E1A9Jvh2016JoolmiByj\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains key indicators of an invoice, such as a list of items with quantities, prices, and a total amount. Additionally, it includes a seller name (\\\u0027ALDI STORES\\\u0027) and a transaction date (\\\u002712.11.25\\\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": \"2025-11-12\",\\n \"total_amount\": \"19.33\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760607, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=237, prompt_tokens=1171, total_tokens=1408, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0)"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "2025-11-12",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "19.33"
},
"llm_reasoning": "The document contains key indicators of an invoice, such as a list of items with quantities, prices, and a total amount. Additionally, it includes a seller name (\u0027ALDI STORES\u0027) and a transaction date (\u002712.11.25\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a list of items with quantities, prices, and a total amount. Additionally, it includes a seller name (\u0027ALDI STORES\u0027) and a transaction date (\u002712.11.25\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"2025-11-12\",\n \"total_amount\": \"19.33\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.08333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 8,
"text_length": 442
}
],
"start_page": 8
},
{
"avg_confidence": 0.825,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "13.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "8.53"
},
"document_type": "invoice",
"end_page": 10,
"pages": [
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\u0027ALDI STORES\u0027), itemized purchases with prices, a subtotal, and a total amount. Additionally, it includes a date (\u002713.11.25\u0027) that aligns with an invoice date format.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"13.11.25\",\n \"total_amount\": \"8.53\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0t7GqfMn6X8vQmJoPAFFAN28BKT\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\\\u0027ALDI STORES\\\u0027), itemized purchases with prices, a subtotal, and a total amount. Additionally, it includes a date (\\\u002713.11.25\\\u0027) that aligns with an invoice date format.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": \"13.11.25\",\\n \"total_amount\": \"8.53\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760609, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=228, prompt_tokens=1191, total_tokens=1419, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_to"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "13.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "8.53"
},
"llm_reasoning": "The document contains key indicators of an invoice, such as a seller name (\u0027ALDI STORES\u0027), itemized purchases with prices, a subtotal, and a total amount. Additionally, it includes a date (\u002713.11.25\u0027) that aligns with an invoice date format.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\u0027ALDI STORES\u0027), itemized purchases with prices, a subtotal, and a total amount. Additionally, it includes a date (\u002713.11.25\u0027) that aligns with an invoice date format.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"13.11.25\",\n \"total_amount\": \"8.53\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.16666666666666669,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.1111111111111111,
"pattern_score": 0.25,
"total_score": 0.16666666666666669
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 9,
"text_length": 466
},
{
"confidence_score": 0.8,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.8,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.8,\n \"reasoning\": \"The document contains key indicators of a receipt or invoice, such as a seller name (\u0027ALDI STORES\u0027), a list of purchased items with prices, a total amount (\u0027Total 8.58\u0027), and a transaction date (\u002709.11.25\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"09.11.25\",\n \"total_amount\": \"8.58\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0t8Bdz0or4J9zFPgLQlN8C1Ifcj\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.8,\\n \"reasoning\": \"The document contains key indicators of a receipt or invoice, such as a seller name (\\\u0027ALDI STORES\\\u0027), a list of purchased items with prices, a total amount (\\\u0027Total 8.58\\\u0027), and a transaction date (\\\u002709.11.25\\\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": \"09.11.25\",\\n \"total_amount\": \"8.58\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760610, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=238, prompt_tokens=1207, total_tokens=1445, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "09.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "8.58"
},
"llm_reasoning": "The document contains key indicators of a receipt or invoice, such as a seller name (\u0027ALDI STORES\u0027), a list of purchased items with prices, a total amount (\u0027Total 8.58\u0027), and a transaction date (\u002709.11.25\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.8,\n \"reasoning\": \"The document contains key indicators of a receipt or invoice, such as a seller name (\u0027ALDI STORES\u0027), a list of purchased items with prices, a total amount (\u0027Total 8.58\u0027), and a transaction date (\u002709.11.25\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"09.11.25\",\n \"total_amount\": \"8.58\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.08333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 10,
"text_length": 498
}
],
"start_page": 9
},
{
"avg_confidence": 0.7,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "09.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "5.56"
},
"document_type": "invoice",
"end_page": 11,
"pages": [
{
"confidence_score": 0.7,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.7,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.7,\n \"reasoning\": \"The document contains details of a transaction, including a seller name (\u0027ALDI STORES\u0027), a total amount (\u00275.56 GBP\u0027), and a date (\u002709.11.25\u0027). However, it lacks a clear invoice number and other typical invoice identifiers, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"09.11.25\",\n \"total_amount\": \"5.56\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tAABC39NeOw7tlygiVWeWQnZb6\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.7,\\n \"reasoning\": \"The document contains details of a transaction, including a seller name (\\\u0027ALDI STORES\\\u0027), a total amount (\\\u00275.56 GBP\\\u0027), and a date (\\\u002709.11.25\\\u0027). However, it lacks a clear invoice number and other typical invoice identifiers, which slightly reduces confidence.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": \"09.11.25\",\\n \"total_amount\": \"5.56\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760612, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=229, prompt_tokens=1109, total_tokens=1338, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptToken"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "09.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "5.56"
},
"llm_reasoning": "The document contains details of a transaction, including a seller name (\u0027ALDI STORES\u0027), a total amount (\u00275.56 GBP\u0027), and a date (\u002709.11.25\u0027). However, it lacks a clear invoice number and other typical invoice identifiers, which slightly reduces confidence.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.7,\n \"reasoning\": \"The document contains details of a transaction, including a seller name (\u0027ALDI STORES\u0027), a total amount (\u00275.56 GBP\u0027), and a date (\u002709.11.25\u0027). However, it lacks a clear invoice number and other typical invoice identifiers, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"09.11.25\",\n \"total_amount\": \"5.56\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.08333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 11,
"text_length": 315
}
],
"start_page": 11
},
{
"avg_confidence": 0.85,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "2025-11-13",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Aldi Stores",
"statement_period": null,
"total_amount": "5.58"
},
"document_type": "credit_card",
"end_page": 12,
"pages": [
{
"confidence_score": 0.85,
"document_type": "credit_card",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"credit_card\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains details of a card transaction, including a card number (masked), merchant ID, terminal ID, EFT number, and authorization code. It also specifies the total amount debited from the card and mentions \u0027DEBIT MASTERCARD\u0027 and \u0027CONTACTLESS\u0027 as the payment method. These are key indicators of a credit card transaction receipt.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"Aldi Stores\",\n \"invoice_date\": \"2025-11-13\",\n \"total_amount\": \"5.58\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tBfMcwAjwaU4lmpLh6mpr6zMH1\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"credit_card\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains details of a card transaction, including a card number (masked), merchant ID, terminal ID, EFT number, and authorization code. It also specifies the total amount debited from the card and mentions \\\u0027DEBIT MASTERCARD\\\u0027 and \\\u0027CONTACTLESS\\\u0027 as the payment method. These are key indicators of a credit card transaction receipt.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"Aldi Stores\",\\n \"invoice_date\": \"2025-11-13\",\\n \"total_amount\": \"5.58\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760613, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=245, prompt_tokens=1240, total_tokens=1485, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_token"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "2025-11-13",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Aldi Stores",
"statement_period": null,
"total_amount": "5.58"
},
"llm_reasoning": "The document contains details of a card transaction, including a card number (masked), merchant ID, terminal ID, EFT number, and authorization code. It also specifies the total amount debited from the card and mentions \u0027DEBIT MASTERCARD\u0027 and \u0027CONTACTLESS\u0027 as the payment method. These are key indicators of a credit card transaction receipt.",
"raw_response": "```json\n{\n \"document_type\": \"credit_card\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains details of a card transaction, including a card number (masked), merchant ID, terminal ID, EFT number, and authorization code. It also specifies the total amount debited from the card and mentions \u0027DEBIT MASTERCARD\u0027 and \u0027CONTACTLESS\u0027 as the payment method. These are key indicators of a credit card transaction receipt.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"Aldi Stores\",\n \"invoice_date\": \"2025-11-13\",\n \"total_amount\": \"5.58\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "credit_card"
},
"method_used": "llm_preferred",
"pattern_based": {
"confidence": 0.1392857142857143,
"features": {
"bank_statement": {
"keyword_score": 0.058823529411764705,
"pattern_score": 0.0,
"total_score": 0.03529411764705882
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.06666666666666667,
"pattern_score": 0.0,
"total_score": 0.04
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.08333333333333333,
"pattern_score": 0.14285714285714285,
"total_score": 0.1392857142857143
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "nominal_ledger"
}
},
"page_number": 12,
"text_length": 649
}
],
"start_page": 12
},
{
"avg_confidence": 0.95,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "07 November 2025",
"invoice_number": "GB58OSCKJAEUI",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Amazon EU S.\u00e0 r.l ., UK Branch",
"statement_period": null,
"total_amount": "\u00a34.74"
},
"document_type": "invoice",
"end_page": 17,
"pages": [
{
"confidence_score": 0.95,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of an invoice, such as \u0027Invoice\u0027, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, \u0027Sold by\u0027, and itemized details with quantities, unit prices, VAT rates, and totals. These are characteristic features of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"GB58OSCKJAEUI\",\n \"seller_name\": \"Amazon EU S.\u00e0 r.l ., UK Branch\",\n \"invoice_date\": \"07 November 2025\",\n \"total_amount\": \"\u00a34.74\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tIUukg8FZBaB7XLlb4ImvYmWAG\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of an invoice, such as \\\u0027Invoice\\\u0027, \\\u0027Invoice #\\\u0027, \\\u0027Invoice date\\\u0027, \\\u0027Total payable\\\u0027, \\\u0027Sold by\\\u0027, and itemized details with quantities, unit prices, VAT rates, and totals. These are characteristic features of an invoice.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"GB58OSCKJAEUI\",\\n \"seller_name\": \"Amazon EU S.\u00e0 r.l ., UK Branch\",\\n \"invoice_date\": \"07 November 2025\",\\n \"total_amount\": \"\u00a34.74\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760620, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=241, prompt_tokens=1561, total_tokens=1802, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens="
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "07 November 2025",
"invoice_number": "GB58OSCKJAEUI",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Amazon EU S.\u00e0 r.l ., UK Branch",
"statement_period": null,
"total_amount": "\u00a34.74"
},
"llm_reasoning": "The document contains key indicators of an invoice, such as \u0027Invoice\u0027, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, \u0027Sold by\u0027, and itemized details with quantities, unit prices, VAT rates, and totals. These are characteristic features of an invoice.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of an invoice, such as \u0027Invoice\u0027, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, \u0027Sold by\u0027, and itemized details with quantities, unit prices, VAT rates, and totals. These are characteristic features of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"GB58OSCKJAEUI\",\n \"seller_name\": \"Amazon EU S.\u00e0 r.l ., UK Branch\",\n \"invoice_date\": \"07 November 2025\",\n \"total_amount\": \"\u00a34.74\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.23333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.3888888888888889,
"pattern_score": 0.0,
"total_score": 0.23333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.16666666666666666,
"pattern_score": 0.0,
"total_score": 0.13
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 17,
"text_length": 1660
}
],
"start_page": 17
},
{
"avg_confidence": 0.95,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "06 November 2025",
"invoice_number": "GB5809X12AEUI",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Amazon EU S.\u00e0 r.l ., UK Branch",
"statement_period": null,
"total_amount": "\u00a311.56"
},
"document_type": "invoice",
"end_page": 18,
"pages": [
{
"confidence_score": 0.95,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice\u0027 label, \u0027Invoice date\u0027, \u0027Invoice #\u0027, \u0027Total payable\u0027, and itemized details including descriptions, quantities, unit prices, VAT rates, and totals. Additionally, it includes a seller name, billing and delivery addresses, and a payment reference ID, which are typical of invoices.\",\n \"document_identifiers\": {\n \"invoice_number\": \"GB5809X12AEUI\",\n \"seller_name\": \"Amazon EU S.\u00e0 r.l ., UK Branch\",\n \"invoice_date\": \"06 November 2025\",\n \"total_amount\": \"\u00a311.56\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tJoAK2hpJfnjZKCVMxN0FX1jdQ\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \\\u0027Invoice\\\u0027 label, \\\u0027Invoice date\\\u0027, \\\u0027Invoice #\\\u0027, \\\u0027Total payable\\\u0027, and itemized details including descriptions, quantities, unit prices, VAT rates, and totals. Additionally, it includes a seller name, billing and delivery addresses, and a payment reference ID, which are typical of invoices.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"GB5809X12AEUI\",\\n \"seller_name\": \"Amazon EU S.\u00e0 r.l ., UK Branch\",\\n \"invoice_date\": \"06 November 2025\",\\n \"total_amount\": \"\u00a311.56\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760621, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=262, prompt_tokens=1620, total_tokens=1882, completion_tokens_details="
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "06 November 2025",
"invoice_number": "GB5809X12AEUI",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Amazon EU S.\u00e0 r.l ., UK Branch",
"statement_period": null,
"total_amount": "\u00a311.56"
},
"llm_reasoning": "The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice\u0027 label, \u0027Invoice date\u0027, \u0027Invoice #\u0027, \u0027Total payable\u0027, and itemized details including descriptions, quantities, unit prices, VAT rates, and totals. Additionally, it includes a seller name, billing and delivery addresses, and a payment reference ID, which are typical of invoices.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice\u0027 label, \u0027Invoice date\u0027, \u0027Invoice #\u0027, \u0027Total payable\u0027, and itemized details including descriptions, quantities, unit prices, VAT rates, and totals. Additionally, it includes a seller name, billing and delivery addresses, and a payment reference ID, which are typical of invoices.\",\n \"document_identifiers\": {\n \"invoice_number\": \"GB5809X12AEUI\",\n \"seller_name\": \"Amazon EU S.\u00e0 r.l ., UK Branch\",\n \"invoice_date\": \"06 November 2025\",\n \"total_amount\": \"\u00a311.56\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.23333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.3888888888888889,
"pattern_score": 0.0,
"total_score": 0.23333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.16666666666666666,
"pattern_score": 0.0,
"total_score": 0.13
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 18,
"text_length": 1858
}
],
"start_page": 18
},
{
"avg_confidence": 0.95,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "06.11.2025",
"invoice_number": "DS-AEU-INV-GB-2025-620978253",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Fruit Fly Ninja B.V.",
"statement_period": null,
"total_amount": "\u00a311.39"
},
"document_type": "invoice",
"end_page": 19,
"pages": [
{
"confidence_score": 0.95,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice #\u0027 field, \u0027Invoice date,\u0027 \u0027Total payable,\u0027 and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details, order information, and a breakdown of item prices, which are typical of invoices.\",\n \"document_identifiers\": {\n \"invoice_number\": \"DS-AEU-INV-GB-2025-620978253\",\n \"seller_name\": \"Fruit Fly Ninja B.V.\",\n \"invoice_date\": \"06.11.2025\",\n \"total_amount\": \"\u00a311.39\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tLyIdbqay4FBFxbuqd61Rir9Wz\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \\\u0027Invoice #\\\u0027 field, \\\u0027Invoice date,\\\u0027 \\\u0027Total payable,\\\u0027 and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details, order information, and a breakdown of item prices, which are typical of invoices.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"DS-AEU-INV-GB-2025-620978253\",\\n \"seller_name\": \"Fruit Fly Ninja B.V.\",\\n \"invoice_date\": \"06.11.2025\",\\n \"total_amount\": \"\u00a311.39\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760623, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=254, prompt_tokens=1527, total_tokens=1781, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "06.11.2025",
"invoice_number": "DS-AEU-INV-GB-2025-620978253",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Fruit Fly Ninja B.V.",
"statement_period": null,
"total_amount": "\u00a311.39"
},
"llm_reasoning": "The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice #\u0027 field, \u0027Invoice date,\u0027 \u0027Total payable,\u0027 and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details, order information, and a breakdown of item prices, which are typical of invoices.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice #\u0027 field, \u0027Invoice date,\u0027 \u0027Total payable,\u0027 and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details, order information, and a breakdown of item prices, which are typical of invoices.\",\n \"document_identifiers\": {\n \"invoice_number\": \"DS-AEU-INV-GB-2025-620978253\",\n \"seller_name\": \"Fruit Fly Ninja B.V.\",\n \"invoice_date\": \"06.11.2025\",\n \"total_amount\": \"\u00a311.39\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.23333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.3888888888888889,
"pattern_score": 0.0,
"total_score": 0.23333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.08333333333333333,
"pattern_score": 0.0,
"total_score": 0.065
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 19,
"text_length": 1515
}
],
"start_page": 19
},
{
"avg_confidence": 0.95,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "06.11.2025",
"invoice_number": "DS-AEU-INV-GB-2025-620978309",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "DONGGUAN EAGLE SMART HOME TECHNOLOGY CO ., LTD.",
"statement_period": null,
"total_amount": "\u00a322.78"
},
"document_type": "invoice",
"end_page": 20,
"pages": [
{
"confidence_score": 0.95,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice\u0027 title, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details and a breakdown of item prices, which are typical features of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"DS-AEU-INV-GB-2025-620978309\",\n \"seller_name\": \"DONGGUAN EAGLE SMART HOME TECHNOLOGY CO ., LTD.\",\n \"invoice_date\": \"06.11.2025\",\n \"total_amount\": \"\u00a322.78\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tNBAhblLbXIZSdXOiPg5fJ8nwI\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \\\u0027Invoice\\\u0027 title, \\\u0027Invoice #\\\u0027, \\\u0027Invoice date\\\u0027, \\\u0027Total payable\\\u0027, and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details and a breakdown of item prices, which are typical features of an invoice.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"DS-AEU-INV-GB-2025-620978309\",\\n \"seller_name\": \"DONGGUAN EAGLE SMART HOME TECHNOLOGY CO ., LTD.\",\\n \"invoice_date\": \"06.11.2025\",\\n \"total_amount\": \"\u00a322.78\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760625, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=265, prompt_tokens=1556, total_tokens=1821, completion_tokens_details=CompletionTokensDetails(acce"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "06.11.2025",
"invoice_number": "DS-AEU-INV-GB-2025-620978309",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "DONGGUAN EAGLE SMART HOME TECHNOLOGY CO ., LTD.",
"statement_period": null,
"total_amount": "\u00a322.78"
},
"llm_reasoning": "The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice\u0027 title, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details and a breakdown of item prices, which are typical features of an invoice.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice\u0027 title, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details and a breakdown of item prices, which are typical features of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"DS-AEU-INV-GB-2025-620978309\",\n \"seller_name\": \"DONGGUAN EAGLE SMART HOME TECHNOLOGY CO ., LTD.\",\n \"invoice_date\": \"06.11.2025\",\n \"total_amount\": \"\u00a322.78\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.23333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.3888888888888889,
"pattern_score": 0.0,
"total_score": 0.23333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.16666666666666666,
"pattern_score": 0.0,
"total_score": 0.13
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 20,
"text_length": 1572
}
],
"start_page": 20
},
{
"avg_confidence": 0.95,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "05 November 2025",
"invoice_number": "GB5008X55Z04FI",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Take Way Supplies Limited",
"statement_period": null,
"total_amount": "\u00a314.99"
},
"document_type": "invoice",
"end_page": 21,
"pages": [
{
"confidence_score": 0.95,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of \u0027Invoice\u0027, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, \u0027Sold by\u0027, and itemized details including quantity, unit price, VAT rate, and totals. These are all key characteristics of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"GB5008X55Z04FI\",\n \"seller_name\": \"Take Way Supplies Limited\",\n \"invoice_date\": \"05 November 2025\",\n \"total_amount\": \"\u00a314.99\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tOJ5X1o91RP6SmnE6qD4Oyfako\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of \\\u0027Invoice\\\u0027, \\\u0027Invoice #\\\u0027, \\\u0027Invoice date\\\u0027, \\\u0027Total payable\\\u0027, \\\u0027Sold by\\\u0027, and itemized details including quantity, unit price, VAT rate, and totals. These are all key characteristics of an invoice.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"GB5008X55Z04FI\",\\n \"seller_name\": \"Take Way Supplies Limited\",\\n \"invoice_date\": \"05 November 2025\",\\n \"total_amount\": \"\u00a314.99\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760626, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=240, prompt_tokens=1373, total_tokens=1613, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_pr"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "05 November 2025",
"invoice_number": "GB5008X55Z04FI",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Take Way Supplies Limited",
"statement_period": null,
"total_amount": "\u00a314.99"
},
"llm_reasoning": "The document contains clear indicators of an invoice, such as the presence of \u0027Invoice\u0027, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, \u0027Sold by\u0027, and itemized details including quantity, unit price, VAT rate, and totals. These are all key characteristics of an invoice.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of \u0027Invoice\u0027, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, \u0027Sold by\u0027, and itemized details including quantity, unit price, VAT rate, and totals. These are all key characteristics of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"GB5008X55Z04FI\",\n \"seller_name\": \"Take Way Supplies Limited\",\n \"invoice_date\": \"05 November 2025\",\n \"total_amount\": \"\u00a314.99\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.23333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.3888888888888889,
"pattern_score": 0.0,
"total_score": 0.23333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.08333333333333333,
"pattern_score": 0.0,
"total_score": 0.065
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 21,
"text_length": 1058
}
],
"start_page": 21
}
],
"page_classifications": [
{
"confidence_score": 0.8,
"document_type": "unknown",
"features": {
"llm_based": {
"confidence": 0.8,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"financial_statement\",\n \"confidence\": 0.8,\n \"reasoning\": \"The document lists various expense categories (e.g., entertainment, stationary, travel) and their corresponding amounts, along with subtotals and a total amount. This structure is indicative of a financial summary or petty cash expenditure report, which aligns most closely with a financial statement. There are no indicators of invoices, payroll, loan, or mortgage-related information.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0siyciF9ghiecIXk69GFqN061ZO\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"financial_statement\",\\n \"confidence\": 0.8,\\n \"reasoning\": \"The document lists various expense categories (e.g., entertainment, stationary, travel) and their corresponding amounts, along with subtotals and a total amount. This structure is indicative of a financial summary or petty cash expenditure report, which aligns most closely with a financial statement. There are no indicators of invoices, payroll, loan, or mortgage-related information.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760584, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=232, prompt_tokens=1074, total_tokens=1306, completion_tokens_details=CompletionTokensDetails(accepted_pre"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": null
},
"llm_reasoning": "The document lists various expense categories (e.g., entertainment, stationary, travel) and their corresponding amounts, along with subtotals and a total amount. This structure is indicative of a financial summary or petty cash expenditure report, which aligns most closely with a financial statement. There are no indicators of invoices, payroll, loan, or mortgage-related information.",
"raw_response": "```json\n{\n \"document_type\": \"financial_statement\",\n \"confidence\": 0.8,\n \"reasoning\": \"The document lists various expense categories (e.g., entertainment, stationary, travel) and their corresponding amounts, along with subtotals and a total amount. This structure is indicative of a financial summary or petty cash expenditure report, which aligns most closely with a financial statement. There are no indicators of invoices, payroll, loan, or mortgage-related information.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "financial_statement"
},
"method_used": "uncertain",
"pattern_based": {
"confidence": 0.03333333333333333,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 1,
"text_length": 190
},
{
"confidence_score": 0.8,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.8,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.8,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\u0027ALDI STORES\u0027), a total amount (\u00275.93 GBP\u0027), and itemized purchases with quantities and prices. However, it lacks a clear invoice number and date, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": null,\n \"total_amount\": \"5.93\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0sktqXvTV4sbAkoGrpfqHUKPPC5\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.8,\\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\\\u0027ALDI STORES\\\u0027), a total amount (\\\u00275.93 GBP\\\u0027), and itemized purchases with quantities and prices. However, it lacks a clear invoice number and date, which slightly reduces confidence.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": null,\\n \"total_amount\": \"5.93\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760586, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=222, prompt_tokens=1166, total_tokens=1388, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails("
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "5.93"
},
"llm_reasoning": "The document contains key indicators of an invoice, such as a seller name (\u0027ALDI STORES\u0027), a total amount (\u00275.93 GBP\u0027), and itemized purchases with quantities and prices. However, it lacks a clear invoice number and date, which slightly reduces confidence.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.8,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\u0027ALDI STORES\u0027), a total amount (\u00275.93 GBP\u0027), and itemized purchases with quantities and prices. However, it lacks a clear invoice number and date, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": null,\n \"total_amount\": \"5.93\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.08333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 2,
"text_length": 419
},
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as itemized descriptions, quantities, prices, and a total amount. It also includes a seller name (Morrisons) and a transaction date, which are typical of invoices or receipts.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"Morrisons\",\n \"invoice_date\": \"14/11/2025\",\n \"total_amount\": \"\u00a316.57\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0smguA9juc4kP4B5sZsqQrhaeom\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains key indicators of an invoice, such as itemized descriptions, quantities, prices, and a total amount. It also includes a seller name (Morrisons) and a transaction date, which are typical of invoices or receipts.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"Morrisons\",\\n \"invoice_date\": \"14/11/2025\",\\n \"total_amount\": \"\u00a316.57\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760588, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=222, prompt_tokens=1350, total_tokens=1572, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cac"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "14/11/2025",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Morrisons",
"statement_period": null,
"total_amount": "\u00a316.57"
},
"llm_reasoning": "The document contains key indicators of an invoice, such as itemized descriptions, quantities, prices, and a total amount. It also includes a seller name (Morrisons) and a transaction date, which are typical of invoices or receipts.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as itemized descriptions, quantities, prices, and a total amount. It also includes a seller name (Morrisons) and a transaction date, which are typical of invoices or receipts.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"Morrisons\",\n \"invoice_date\": \"14/11/2025\",\n \"total_amount\": \"\u00a316.57\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "llm_preferred",
"pattern_based": {
"confidence": 0.2042857142857143,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.0,
"total_score": 0.07058823529411765
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.16666666666666666,
"pattern_score": 0.14285714285714285,
"total_score": 0.2042857142857143
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "nominal_ledger"
}
},
"page_number": 3,
"text_length": 1015
},
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\u0027Aldi Stores\u0027) and a date (\u002708.11.25\u0027), which are typical elements of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"2103 C411/001/003\",\n \"seller_name\": \"Aldi Stores\",\n \"invoice_date\": \"08.11.25\",\n \"total_amount\": \"39.09\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0snCOFxAe8ZqXhP1CKosyfYCFjk\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\\\u0027Aldi Stores\\\u0027) and a date (\\\u002708.11.25\\\u0027), which are typical elements of an invoice.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"2103 C411/001/003\",\\n \"seller_name\": \"Aldi Stores\",\\n \"invoice_date\": \"08.11.25\",\\n \"total_amount\": \"39.09\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760589, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=232, prompt_tokens=1547, total_tokens=1779, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(a"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "08.11.25",
"invoice_number": "2103 C411/001/003",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Aldi Stores",
"statement_period": null,
"total_amount": "39.09"
},
"llm_reasoning": "The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\u0027Aldi Stores\u0027) and a date (\u002708.11.25\u0027), which are typical elements of an invoice.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\u0027Aldi Stores\u0027) and a date (\u002708.11.25\u0027), which are typical elements of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"2103 C411/001/003\",\n \"seller_name\": \"Aldi Stores\",\n \"invoice_date\": \"08.11.25\",\n \"total_amount\": \"39.09\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "llm_preferred",
"pattern_based": {
"confidence": 0.03,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "payroll_statement"
}
},
"page_number": 4,
"text_length": 1213
},
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\u0027ALDI STORES\u0027) and a date (\u002705.11.25\u0027), which align with typical invoice characteristics.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"05.11.25\",\n \"total_amount\": \"12.24\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0spJpMQJHNZ7Dcgu3wLbVRiu5En\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\\\u0027ALDI STORES\\\u0027) and a date (\\\u002705.11.25\\\u0027), which align with typical invoice characteristics.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": \"05.11.25\",\\n \"total_amount\": \"12.24\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760591, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=225, prompt_tokens=1222, total_tokens=1447, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_to"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "05.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "12.24"
},
"llm_reasoning": "The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\u0027ALDI STORES\u0027) and a date (\u002705.11.25\u0027), which align with typical invoice characteristics.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains itemized purchases, prices, and a total amount, which are key indicators of an invoice. Additionally, it includes a seller name (\u0027ALDI STORES\u0027) and a date (\u002705.11.25\u0027), which align with typical invoice characteristics.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"05.11.25\",\n \"total_amount\": \"12.24\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "llm_preferred",
"pattern_based": {
"confidence": 0.02564102564102564,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "property_statement"
}
},
"page_number": 5,
"text_length": 541
},
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\u0027KAKA SUPERMARKET\u0027), a date (\u002711/11/2025\u0027), and a subtotal (\u002720.25\u0027). However, it lacks a formal invoice number and explicit terms like \u0027Invoice\u0027 or \u0027Bill To,\u0027 which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"KAKA SUPERMARKET\",\n \"invoice_date\": \"11/11/2025\",\n \"total_amount\": \"20.25\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0sqSz8X9ZuvBlGDimzaMlyHZkdr\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\\\u0027KAKA SUPERMARKET\\\u0027), a date (\\\u002711/11/2025\\\u0027), and a subtotal (\\\u002720.25\\\u0027). However, it lacks a formal invoice number and explicit terms like \\\u0027Invoice\\\u0027 or \\\u0027Bill To,\\\u0027 which slightly reduces confidence.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"KAKA SUPERMARKET\",\\n \"invoice_date\": \"11/11/2025\",\\n \"total_amount\": \"20.25\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760592, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=241, prompt_tokens=1191, total_tokens=1432, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_t"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "11/11/2025",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "KAKA SUPERMARKET",
"statement_period": null,
"total_amount": "20.25"
},
"llm_reasoning": "The document contains key indicators of an invoice, such as a seller name (\u0027KAKA SUPERMARKET\u0027), a date (\u002711/11/2025\u0027), and a subtotal (\u002720.25\u0027). However, it lacks a formal invoice number and explicit terms like \u0027Invoice\u0027 or \u0027Bill To,\u0027 which slightly reduces confidence.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\u0027KAKA SUPERMARKET\u0027), a date (\u002711/11/2025\u0027), and a subtotal (\u002720.25\u0027). However, it lacks a formal invoice number and explicit terms like \u0027Invoice\u0027 or \u0027Bill To,\u0027 which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"KAKA SUPERMARKET\",\n \"invoice_date\": \"11/11/2025\",\n \"total_amount\": \"20.25\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.08333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 6,
"text_length": 428
},
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains itemized purchases with descriptions, quantities, and prices, as well as a total amount and VAT details. These are key indicators of an invoice. The presence of a seller name (\u0027ALDI STORES\u0027) and a date (\u002711.11.25\u0027) further supports this classification.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"11.11.25\",\n \"total_amount\": \"25.96\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0ss1g0pkdbRKmqs9CYAwHpsT3Kf\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains itemized purchases with descriptions, quantities, and prices, as well as a total amount and VAT details. These are key indicators of an invoice. The presence of a seller name (\\\u0027ALDI STORES\\\u0027) and a date (\\\u002711.11.25\\\u0027) further supports this classification.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": \"11.11.25\",\\n \"total_amount\": \"25.96\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760594, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=232, prompt_tokens=1384, total_tokens=1616, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_de"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "11.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "25.96"
},
"llm_reasoning": "The document contains itemized purchases with descriptions, quantities, and prices, as well as a total amount and VAT details. These are key indicators of an invoice. The presence of a seller name (\u0027ALDI STORES\u0027) and a date (\u002711.11.25\u0027) further supports this classification.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains itemized purchases with descriptions, quantities, and prices, as well as a total amount and VAT details. These are key indicators of an invoice. The presence of a seller name (\u0027ALDI STORES\u0027) and a date (\u002711.11.25\u0027) further supports this classification.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"11.11.25\",\n \"total_amount\": \"25.96\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.08333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 7,
"text_length": 864
},
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a list of items with quantities, prices, and a total amount. Additionally, it includes a seller name (\u0027ALDI STORES\u0027) and a transaction date (\u002712.11.25\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"2025-11-12\",\n \"total_amount\": \"19.33\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0t5cP18E1A9Jvh2016JoolmiByj\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains key indicators of an invoice, such as a list of items with quantities, prices, and a total amount. Additionally, it includes a seller name (\\\u0027ALDI STORES\\\u0027) and a transaction date (\\\u002712.11.25\\\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": \"2025-11-12\",\\n \"total_amount\": \"19.33\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760607, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=237, prompt_tokens=1171, total_tokens=1408, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0)"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "2025-11-12",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "19.33"
},
"llm_reasoning": "The document contains key indicators of an invoice, such as a list of items with quantities, prices, and a total amount. Additionally, it includes a seller name (\u0027ALDI STORES\u0027) and a transaction date (\u002712.11.25\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a list of items with quantities, prices, and a total amount. Additionally, it includes a seller name (\u0027ALDI STORES\u0027) and a transaction date (\u002712.11.25\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"2025-11-12\",\n \"total_amount\": \"19.33\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.08333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 8,
"text_length": 442
},
{
"confidence_score": 0.85,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\u0027ALDI STORES\u0027), itemized purchases with prices, a subtotal, and a total amount. Additionally, it includes a date (\u002713.11.25\u0027) that aligns with an invoice date format.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"13.11.25\",\n \"total_amount\": \"8.53\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0t7GqfMn6X8vQmJoPAFFAN28BKT\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\\\u0027ALDI STORES\\\u0027), itemized purchases with prices, a subtotal, and a total amount. Additionally, it includes a date (\\\u002713.11.25\\\u0027) that aligns with an invoice date format.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": \"13.11.25\",\\n \"total_amount\": \"8.53\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760609, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=228, prompt_tokens=1191, total_tokens=1419, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_to"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "13.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "8.53"
},
"llm_reasoning": "The document contains key indicators of an invoice, such as a seller name (\u0027ALDI STORES\u0027), itemized purchases with prices, a subtotal, and a total amount. Additionally, it includes a date (\u002713.11.25\u0027) that aligns with an invoice date format.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains key indicators of an invoice, such as a seller name (\u0027ALDI STORES\u0027), itemized purchases with prices, a subtotal, and a total amount. Additionally, it includes a date (\u002713.11.25\u0027) that aligns with an invoice date format.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"13.11.25\",\n \"total_amount\": \"8.53\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.16666666666666669,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.1111111111111111,
"pattern_score": 0.25,
"total_score": 0.16666666666666669
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 9,
"text_length": 466
},
{
"confidence_score": 0.8,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.8,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.8,\n \"reasoning\": \"The document contains key indicators of a receipt or invoice, such as a seller name (\u0027ALDI STORES\u0027), a list of purchased items with prices, a total amount (\u0027Total 8.58\u0027), and a transaction date (\u002709.11.25\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"09.11.25\",\n \"total_amount\": \"8.58\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0t8Bdz0or4J9zFPgLQlN8C1Ifcj\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.8,\\n \"reasoning\": \"The document contains key indicators of a receipt or invoice, such as a seller name (\\\u0027ALDI STORES\\\u0027), a list of purchased items with prices, a total amount (\\\u0027Total 8.58\\\u0027), and a transaction date (\\\u002709.11.25\\\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": \"09.11.25\",\\n \"total_amount\": \"8.58\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760610, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=238, prompt_tokens=1207, total_tokens=1445, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "09.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "8.58"
},
"llm_reasoning": "The document contains key indicators of a receipt or invoice, such as a seller name (\u0027ALDI STORES\u0027), a list of purchased items with prices, a total amount (\u0027Total 8.58\u0027), and a transaction date (\u002709.11.25\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.8,\n \"reasoning\": \"The document contains key indicators of a receipt or invoice, such as a seller name (\u0027ALDI STORES\u0027), a list of purchased items with prices, a total amount (\u0027Total 8.58\u0027), and a transaction date (\u002709.11.25\u0027). However, it lacks a clear invoice number, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"09.11.25\",\n \"total_amount\": \"8.58\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.08333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 10,
"text_length": 498
},
{
"confidence_score": 0.7,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.7,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.7,\n \"reasoning\": \"The document contains details of a transaction, including a seller name (\u0027ALDI STORES\u0027), a total amount (\u00275.56 GBP\u0027), and a date (\u002709.11.25\u0027). However, it lacks a clear invoice number and other typical invoice identifiers, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"09.11.25\",\n \"total_amount\": \"5.56\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tAABC39NeOw7tlygiVWeWQnZb6\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.7,\\n \"reasoning\": \"The document contains details of a transaction, including a seller name (\\\u0027ALDI STORES\\\u0027), a total amount (\\\u00275.56 GBP\\\u0027), and a date (\\\u002709.11.25\\\u0027). However, it lacks a clear invoice number and other typical invoice identifiers, which slightly reduces confidence.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ALDI STORES\",\\n \"invoice_date\": \"09.11.25\",\\n \"total_amount\": \"5.56\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760612, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=229, prompt_tokens=1109, total_tokens=1338, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptToken"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "09.11.25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ALDI STORES",
"statement_period": null,
"total_amount": "5.56"
},
"llm_reasoning": "The document contains details of a transaction, including a seller name (\u0027ALDI STORES\u0027), a total amount (\u00275.56 GBP\u0027), and a date (\u002709.11.25\u0027). However, it lacks a clear invoice number and other typical invoice identifiers, which slightly reduces confidence.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.7,\n \"reasoning\": \"The document contains details of a transaction, including a seller name (\u0027ALDI STORES\u0027), a total amount (\u00275.56 GBP\u0027), and a date (\u002709.11.25\u0027). However, it lacks a clear invoice number and other typical invoice identifiers, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ALDI STORES\",\n \"invoice_date\": \"09.11.25\",\n \"total_amount\": \"5.56\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.08333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "invoice"
}
},
"page_number": 11,
"text_length": 315
},
{
"confidence_score": 0.85,
"document_type": "credit_card",
"features": {
"llm_based": {
"confidence": 0.85,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"credit_card\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains details of a card transaction, including a card number (masked), merchant ID, terminal ID, EFT number, and authorization code. It also specifies the total amount debited from the card and mentions \u0027DEBIT MASTERCARD\u0027 and \u0027CONTACTLESS\u0027 as the payment method. These are key indicators of a credit card transaction receipt.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"Aldi Stores\",\n \"invoice_date\": \"2025-11-13\",\n \"total_amount\": \"5.58\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tBfMcwAjwaU4lmpLh6mpr6zMH1\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"credit_card\",\\n \"confidence\": 0.85,\\n \"reasoning\": \"The document contains details of a card transaction, including a card number (masked), merchant ID, terminal ID, EFT number, and authorization code. It also specifies the total amount debited from the card and mentions \\\u0027DEBIT MASTERCARD\\\u0027 and \\\u0027CONTACTLESS\\\u0027 as the payment method. These are key indicators of a credit card transaction receipt.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"Aldi Stores\",\\n \"invoice_date\": \"2025-11-13\",\\n \"total_amount\": \"5.58\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760613, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=245, prompt_tokens=1240, total_tokens=1485, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_token"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "2025-11-13",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Aldi Stores",
"statement_period": null,
"total_amount": "5.58"
},
"llm_reasoning": "The document contains details of a card transaction, including a card number (masked), merchant ID, terminal ID, EFT number, and authorization code. It also specifies the total amount debited from the card and mentions \u0027DEBIT MASTERCARD\u0027 and \u0027CONTACTLESS\u0027 as the payment method. These are key indicators of a credit card transaction receipt.",
"raw_response": "```json\n{\n \"document_type\": \"credit_card\",\n \"confidence\": 0.85,\n \"reasoning\": \"The document contains details of a card transaction, including a card number (masked), merchant ID, terminal ID, EFT number, and authorization code. It also specifies the total amount debited from the card and mentions \u0027DEBIT MASTERCARD\u0027 and \u0027CONTACTLESS\u0027 as the payment method. These are key indicators of a credit card transaction receipt.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"Aldi Stores\",\n \"invoice_date\": \"2025-11-13\",\n \"total_amount\": \"5.58\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "credit_card"
},
"method_used": "llm_preferred",
"pattern_based": {
"confidence": 0.1392857142857143,
"features": {
"bank_statement": {
"keyword_score": 0.058823529411764705,
"pattern_score": 0.0,
"total_score": 0.03529411764705882
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.06666666666666667,
"pattern_score": 0.0,
"total_score": 0.04
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.125,
"total_score": 0.08333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.08333333333333333,
"pattern_score": 0.14285714285714285,
"total_score": 0.1392857142857143
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.02564102564102564,
"total_score": 0.02564102564102564
}
},
"type": "nominal_ledger"
}
},
"page_number": 12,
"text_length": 649
},
{
"confidence_score": 0.7,
"document_type": "unknown",
"features": {
"llm_based": {
"confidence": 0.7,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.7,\n \"reasoning\": \"The document includes a fee amount (\u00a3120.00), a date (15/11/22), and a payment acknowledgment, which are indicative of an invoice or receipt. However, it lacks explicit terms like \u0027invoice number\u0027 or \u0027seller name,\u0027 which reduces confidence slightly.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": \"15/11/22\",\n \"total_amount\": \"120.00\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tDgspdSRpS7IGCgXA5XydP7IAD\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.7,\\n \"reasoning\": \"The document includes a fee amount (\u00a3120.00), a date (15/11/22), and a payment acknowledgment, which are indicative of an invoice or receipt. However, it lacks explicit terms like \\\u0027invoice number\\\u0027 or \\\u0027seller name,\\\u0027 which reduces confidence slightly.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": \"15/11/22\",\\n \"total_amount\": \"120.00\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760615, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=224, prompt_tokens=1107, total_tokens=1331, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_to"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "15/11/22",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": "120.00"
},
"llm_reasoning": "The document includes a fee amount (\u00a3120.00), a date (15/11/22), and a payment acknowledgment, which are indicative of an invoice or receipt. However, it lacks explicit terms like \u0027invoice number\u0027 or \u0027seller name,\u0027 which reduces confidence slightly.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.7,\n \"reasoning\": \"The document includes a fee amount (\u00a3120.00), a date (15/11/22), and a payment acknowledgment, which are indicative of an invoice or receipt. However, it lacks explicit terms like \u0027invoice number\u0027 or \u0027seller name,\u0027 which reduces confidence slightly.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": \"15/11/22\",\n \"total_amount\": \"120.00\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "uncertain",
"pattern_based": {
"confidence": 0.015,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "payroll_statement"
}
},
"page_number": 13,
"text_length": 309
},
{
"confidence_score": 0.7,
"document_type": "unknown",
"features": {
"llm_based": {
"confidence": 0.7,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.7,\n \"reasoning\": \"The document includes a payment amount (\u00a3120) and references a performance fee, which aligns with the structure of an invoice. However, it lacks explicit invoice identifiers such as an invoice number or seller name, which reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": \"14/4/25\",\n \"total_amount\": \"\u00a3120\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tEUst8JWXYL0pwpQRU2JMQW5qS\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.7,\\n \"reasoning\": \"The document includes a payment amount (\u00a3120) and references a performance fee, which aligns with the structure of an invoice. However, it lacks explicit invoice identifiers such as an invoice number or seller name, which reduces confidence.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": \"14/4/25\",\\n \"total_amount\": \"\u00a3120\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760616, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=212, prompt_tokens=1104, total_tokens=1316, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "14/4/25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": "\u00a3120"
},
"llm_reasoning": "The document includes a payment amount (\u00a3120) and references a performance fee, which aligns with the structure of an invoice. However, it lacks explicit invoice identifiers such as an invoice number or seller name, which reduces confidence.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.7,\n \"reasoning\": \"The document includes a payment amount (\u00a3120) and references a performance fee, which aligns with the structure of an invoice. However, it lacks explicit invoice identifiers such as an invoice number or seller name, which reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": \"14/4/25\",\n \"total_amount\": \"\u00a3120\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "uncertain",
"pattern_based": {
"confidence": 0.0,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 14,
"text_length": 312
},
{
"confidence_score": 0.8,
"document_type": "unknown",
"features": {
"llm_based": {
"confidence": 0.8,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.8,\n \"reasoning\": \"The document includes key indicators of an invoice, such as a fee amount (\u00a3150.00), a date (14/11/25), and a payment acknowledgment. However, it lacks a formal invoice number and seller/company name, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": \"14/11/25\",\n \"total_amount\": \"\u00a3150.00\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tFINqS1woazVXD53fV4Nu5Fkhx\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.8,\\n \"reasoning\": \"The document includes key indicators of an invoice, such as a fee amount (\u00a3150.00), a date (14/11/25), and a payment acknowledgment. However, it lacks a formal invoice number and seller/company name, which slightly reduces confidence.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": \"14/11/25\",\\n \"total_amount\": \"\u00a3150.00\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760617, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=221, prompt_tokens=1090, total_tokens=1311, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tok"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "14/11/25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": "\u00a3150.00"
},
"llm_reasoning": "The document includes key indicators of an invoice, such as a fee amount (\u00a3150.00), a date (14/11/25), and a payment acknowledgment. However, it lacks a formal invoice number and seller/company name, which slightly reduces confidence.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.8,\n \"reasoning\": \"The document includes key indicators of an invoice, such as a fee amount (\u00a3150.00), a date (14/11/25), and a payment acknowledgment. However, it lacks a formal invoice number and seller/company name, which slightly reduces confidence.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": \"14/11/25\",\n \"total_amount\": \"\u00a3150.00\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "uncertain",
"pattern_based": {
"confidence": 0.015,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "payroll_statement"
}
},
"page_number": 15,
"text_length": 278
},
{
"confidence_score": 0.7,
"document_type": "unknown",
"features": {
"llm_based": {
"confidence": 0.7,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.7,\n \"reasoning\": \"The document contains references to a payment received for a performance, including a fee amount (\u00a35200) and a date (12/11/25). While it does not explicitly mention \u0027invoice\u0027 or include a formal invoice number, the structure and content align most closely with an invoice for services rendered.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ANIRR FANNEY\",\n \"invoice_date\": \"12/11/25\",\n \"total_amount\": \"\u00a35200\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tH74rKkiE1NqQUYHWJ5YYFPI2w\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.7,\\n \"reasoning\": \"The document contains references to a payment received for a performance, including a fee amount (\u00a35200) and a date (12/11/25). While it does not explicitly mention \\\u0027invoice\\\u0027 or include a formal invoice number, the structure and content align most closely with an invoice for services rendered.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": \"ANIRR FANNEY\",\\n \"invoice_date\": \"12/11/25\",\\n \"total_amount\": \"\u00a35200\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760619, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=234, prompt_tokens=1109, total_tokens=1343, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0)"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "12/11/25",
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "ANIRR FANNEY",
"statement_period": null,
"total_amount": "\u00a35200"
},
"llm_reasoning": "The document contains references to a payment received for a performance, including a fee amount (\u00a35200) and a date (12/11/25). While it does not explicitly mention \u0027invoice\u0027 or include a formal invoice number, the structure and content align most closely with an invoice for services rendered.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.7,\n \"reasoning\": \"The document contains references to a payment received for a performance, including a fee amount (\u00a35200) and a date (12/11/25). While it does not explicitly mention \u0027invoice\u0027 or include a formal invoice number, the structure and content align most closely with an invoice for services rendered.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": \"ANIRR FANNEY\",\n \"invoice_date\": \"12/11/25\",\n \"total_amount\": \"\u00a35200\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "uncertain",
"pattern_based": {
"confidence": 0.015,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.013888888888888888,
"pattern_score": 0.0,
"total_score": 0.015
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "payroll_statement"
}
},
"page_number": 16,
"text_length": 294
},
{
"confidence_score": 0.95,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of an invoice, such as \u0027Invoice\u0027, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, \u0027Sold by\u0027, and itemized details with quantities, unit prices, VAT rates, and totals. These are characteristic features of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"GB58OSCKJAEUI\",\n \"seller_name\": \"Amazon EU S.\u00e0 r.l ., UK Branch\",\n \"invoice_date\": \"07 November 2025\",\n \"total_amount\": \"\u00a34.74\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tIUukg8FZBaB7XLlb4ImvYmWAG\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of an invoice, such as \\\u0027Invoice\\\u0027, \\\u0027Invoice #\\\u0027, \\\u0027Invoice date\\\u0027, \\\u0027Total payable\\\u0027, \\\u0027Sold by\\\u0027, and itemized details with quantities, unit prices, VAT rates, and totals. These are characteristic features of an invoice.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"GB58OSCKJAEUI\",\\n \"seller_name\": \"Amazon EU S.\u00e0 r.l ., UK Branch\",\\n \"invoice_date\": \"07 November 2025\",\\n \"total_amount\": \"\u00a34.74\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760620, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=241, prompt_tokens=1561, total_tokens=1802, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens="
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "07 November 2025",
"invoice_number": "GB58OSCKJAEUI",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Amazon EU S.\u00e0 r.l ., UK Branch",
"statement_period": null,
"total_amount": "\u00a34.74"
},
"llm_reasoning": "The document contains key indicators of an invoice, such as \u0027Invoice\u0027, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, \u0027Sold by\u0027, and itemized details with quantities, unit prices, VAT rates, and totals. These are characteristic features of an invoice.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of an invoice, such as \u0027Invoice\u0027, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, \u0027Sold by\u0027, and itemized details with quantities, unit prices, VAT rates, and totals. These are characteristic features of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"GB58OSCKJAEUI\",\n \"seller_name\": \"Amazon EU S.\u00e0 r.l ., UK Branch\",\n \"invoice_date\": \"07 November 2025\",\n \"total_amount\": \"\u00a34.74\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.23333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.3888888888888889,
"pattern_score": 0.0,
"total_score": 0.23333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.16666666666666666,
"pattern_score": 0.0,
"total_score": 0.13
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 17,
"text_length": 1660
},
{
"confidence_score": 0.95,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice\u0027 label, \u0027Invoice date\u0027, \u0027Invoice #\u0027, \u0027Total payable\u0027, and itemized details including descriptions, quantities, unit prices, VAT rates, and totals. Additionally, it includes a seller name, billing and delivery addresses, and a payment reference ID, which are typical of invoices.\",\n \"document_identifiers\": {\n \"invoice_number\": \"GB5809X12AEUI\",\n \"seller_name\": \"Amazon EU S.\u00e0 r.l ., UK Branch\",\n \"invoice_date\": \"06 November 2025\",\n \"total_amount\": \"\u00a311.56\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tJoAK2hpJfnjZKCVMxN0FX1jdQ\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \\\u0027Invoice\\\u0027 label, \\\u0027Invoice date\\\u0027, \\\u0027Invoice #\\\u0027, \\\u0027Total payable\\\u0027, and itemized details including descriptions, quantities, unit prices, VAT rates, and totals. Additionally, it includes a seller name, billing and delivery addresses, and a payment reference ID, which are typical of invoices.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"GB5809X12AEUI\",\\n \"seller_name\": \"Amazon EU S.\u00e0 r.l ., UK Branch\",\\n \"invoice_date\": \"06 November 2025\",\\n \"total_amount\": \"\u00a311.56\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760621, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=262, prompt_tokens=1620, total_tokens=1882, completion_tokens_details="
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "06 November 2025",
"invoice_number": "GB5809X12AEUI",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Amazon EU S.\u00e0 r.l ., UK Branch",
"statement_period": null,
"total_amount": "\u00a311.56"
},
"llm_reasoning": "The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice\u0027 label, \u0027Invoice date\u0027, \u0027Invoice #\u0027, \u0027Total payable\u0027, and itemized details including descriptions, quantities, unit prices, VAT rates, and totals. Additionally, it includes a seller name, billing and delivery addresses, and a payment reference ID, which are typical of invoices.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice\u0027 label, \u0027Invoice date\u0027, \u0027Invoice #\u0027, \u0027Total payable\u0027, and itemized details including descriptions, quantities, unit prices, VAT rates, and totals. Additionally, it includes a seller name, billing and delivery addresses, and a payment reference ID, which are typical of invoices.\",\n \"document_identifiers\": {\n \"invoice_number\": \"GB5809X12AEUI\",\n \"seller_name\": \"Amazon EU S.\u00e0 r.l ., UK Branch\",\n \"invoice_date\": \"06 November 2025\",\n \"total_amount\": \"\u00a311.56\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.23333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.3888888888888889,
"pattern_score": 0.0,
"total_score": 0.23333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.16666666666666666,
"pattern_score": 0.0,
"total_score": 0.13
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 18,
"text_length": 1858
},
{
"confidence_score": 0.95,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice #\u0027 field, \u0027Invoice date,\u0027 \u0027Total payable,\u0027 and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details, order information, and a breakdown of item prices, which are typical of invoices.\",\n \"document_identifiers\": {\n \"invoice_number\": \"DS-AEU-INV-GB-2025-620978253\",\n \"seller_name\": \"Fruit Fly Ninja B.V.\",\n \"invoice_date\": \"06.11.2025\",\n \"total_amount\": \"\u00a311.39\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tLyIdbqay4FBFxbuqd61Rir9Wz\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \\\u0027Invoice #\\\u0027 field, \\\u0027Invoice date,\\\u0027 \\\u0027Total payable,\\\u0027 and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details, order information, and a breakdown of item prices, which are typical of invoices.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"DS-AEU-INV-GB-2025-620978253\",\\n \"seller_name\": \"Fruit Fly Ninja B.V.\",\\n \"invoice_date\": \"06.11.2025\",\\n \"total_amount\": \"\u00a311.39\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760623, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=254, prompt_tokens=1527, total_tokens=1781, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "06.11.2025",
"invoice_number": "DS-AEU-INV-GB-2025-620978253",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Fruit Fly Ninja B.V.",
"statement_period": null,
"total_amount": "\u00a311.39"
},
"llm_reasoning": "The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice #\u0027 field, \u0027Invoice date,\u0027 \u0027Total payable,\u0027 and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details, order information, and a breakdown of item prices, which are typical of invoices.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice #\u0027 field, \u0027Invoice date,\u0027 \u0027Total payable,\u0027 and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details, order information, and a breakdown of item prices, which are typical of invoices.\",\n \"document_identifiers\": {\n \"invoice_number\": \"DS-AEU-INV-GB-2025-620978253\",\n \"seller_name\": \"Fruit Fly Ninja B.V.\",\n \"invoice_date\": \"06.11.2025\",\n \"total_amount\": \"\u00a311.39\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.23333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.3888888888888889,
"pattern_score": 0.0,
"total_score": 0.23333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.08333333333333333,
"pattern_score": 0.0,
"total_score": 0.065
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 19,
"text_length": 1515
},
{
"confidence_score": 0.95,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice\u0027 title, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details and a breakdown of item prices, which are typical features of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"DS-AEU-INV-GB-2025-620978309\",\n \"seller_name\": \"DONGGUAN EAGLE SMART HOME TECHNOLOGY CO ., LTD.\",\n \"invoice_date\": \"06.11.2025\",\n \"total_amount\": \"\u00a322.78\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tNBAhblLbXIZSdXOiPg5fJ8nwI\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \\\u0027Invoice\\\u0027 title, \\\u0027Invoice #\\\u0027, \\\u0027Invoice date\\\u0027, \\\u0027Total payable\\\u0027, and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details and a breakdown of item prices, which are typical features of an invoice.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"DS-AEU-INV-GB-2025-620978309\",\\n \"seller_name\": \"DONGGUAN EAGLE SMART HOME TECHNOLOGY CO ., LTD.\",\\n \"invoice_date\": \"06.11.2025\",\\n \"total_amount\": \"\u00a322.78\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760625, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=265, prompt_tokens=1556, total_tokens=1821, completion_tokens_details=CompletionTokensDetails(acce"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "06.11.2025",
"invoice_number": "DS-AEU-INV-GB-2025-620978309",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "DONGGUAN EAGLE SMART HOME TECHNOLOGY CO ., LTD.",
"statement_period": null,
"total_amount": "\u00a322.78"
},
"llm_reasoning": "The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice\u0027 title, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details and a breakdown of item prices, which are typical features of an invoice.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of an \u0027Invoice\u0027 title, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, and details about the seller, buyer, and itemized charges. Additionally, it includes VAT details and a breakdown of item prices, which are typical features of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"DS-AEU-INV-GB-2025-620978309\",\n \"seller_name\": \"DONGGUAN EAGLE SMART HOME TECHNOLOGY CO ., LTD.\",\n \"invoice_date\": \"06.11.2025\",\n \"total_amount\": \"\u00a322.78\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.23333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.3888888888888889,
"pattern_score": 0.0,
"total_score": 0.23333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.16666666666666666,
"pattern_score": 0.0,
"total_score": 0.13
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 20,
"text_length": 1572
},
{
"confidence_score": 0.95,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of \u0027Invoice\u0027, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, \u0027Sold by\u0027, and itemized details including quantity, unit price, VAT rate, and totals. These are all key characteristics of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"GB5008X55Z04FI\",\n \"seller_name\": \"Take Way Supplies Limited\",\n \"invoice_date\": \"05 November 2025\",\n \"total_amount\": \"\u00a314.99\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-DX0tOJ5X1o91RP6SmnE6qD4Oyfako\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of \\\u0027Invoice\\\u0027, \\\u0027Invoice #\\\u0027, \\\u0027Invoice date\\\u0027, \\\u0027Total payable\\\u0027, \\\u0027Sold by\\\u0027, and itemized details including quantity, unit price, VAT rate, and totals. These are all key characteristics of an invoice.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"GB5008X55Z04FI\",\\n \"seller_name\": \"Take Way Supplies Limited\",\\n \"invoice_date\": \"05 November 2025\",\\n \"total_amount\": \"\u00a314.99\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1776760626, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=240, prompt_tokens=1373, total_tokens=1613, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_pr"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "05 November 2025",
"invoice_number": "GB5008X55Z04FI",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Take Way Supplies Limited",
"statement_period": null,
"total_amount": "\u00a314.99"
},
"llm_reasoning": "The document contains clear indicators of an invoice, such as the presence of \u0027Invoice\u0027, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, \u0027Sold by\u0027, and itemized details including quantity, unit price, VAT rate, and totals. These are all key characteristics of an invoice.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of \u0027Invoice\u0027, \u0027Invoice #\u0027, \u0027Invoice date\u0027, \u0027Total payable\u0027, \u0027Sold by\u0027, and itemized details including quantity, unit price, VAT rate, and totals. These are all key characteristics of an invoice.\",\n \"document_identifiers\": {\n \"invoice_number\": \"GB5008X55Z04FI\",\n \"seller_name\": \"Take Way Supplies Limited\",\n \"invoice_date\": \"05 November 2025\",\n \"total_amount\": \"\u00a314.99\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.23333333333333334,
"features": {
"bank_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.3888888888888889,
"pattern_score": 0.0,
"total_score": 0.23333333333333334
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.08333333333333333,
"pattern_score": 0.0,
"total_score": 0.065
},
"p32_payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"payroll_statement": {
"keyword_score": 0.027777777777777776,
"pattern_score": 0.0,
"total_score": 0.03
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 21,
"text_length": 1058
}
],
"processing_timestamp": "2026-04-21T08:37:08.081049"
}