---
title: "AI Document Processing Financial Services OCR | Extend"
description: "AI document processing and OCR for financial services. Automate loan origination, KYC, claims processing, and invoice extraction with intelligent workflows."
canonical: https://www.extend.ai/financial-services
---

# AI Document Processing Financial Services OCR | Extend

## Financial Services

Production-ready document processing to accelerate growth

## Trusted by leading AI teams

Comulate, Square, First American, Column Tax, Mercury, Brex, Upstart, Checkr, Valon, Vendr, Collective, Axle

## Build financial products that feel seamless

- **Extract in Milliseconds** — Users shouldn't stare at a loading spinner. Fast mode parses receipts in real time for snappy, user-facing expense flows.
- **Split Large Bundles Instantly** — Loan packets arrive as massive PDFs with dozens of bundled docs. Automatically segment applications, disclosures, and supporting documents to unblock downstream processing.
- **Fill Forms Programmatically** — Precise field mapping for FSA enrollment and claims. Detect and fill text fields, checkboxes, and signature blocks without maintaining templates.
- **Parse State-Specific Formats** — Entity names, registered agents, authorized shares. Extract accurately from Articles of Incorporation regardless of state or filing type.
- **Handle Any Vendor Format** — No two vendors send the same invoice. Pull line items, totals, and payment terms from any layout without custom parsers.

## The highest performance document APIs for your agents and pipelines. Processing millions of pages every day.

APIs:

### 01 / parse

Convert unstructured documents into context for agents.

- **Layout detection** — Advanced layout model detects tables, checkboxes, images, handwriting, and signatures on every page.
- **Specialized vision models** — A hybrid computer vision + vision-language model pipeline routes each element to purpose-built models.
- **Multiple performance modes** — Toggle between performance modes optimized for speed, cost, or accuracy.
- **Handle every file** — 35+ file types, 100+ languages, and 4 chunking strategies — all through one API.

### 02 / extract

Extract structured data from documents into any schema.

- **Scale to 1,000+ page files** — Smart chunking & merging strategies ensure accurate extraction without hitting token output or context limits.
- **Extract large tables** — Choose from multiple array extraction strategies, capable of extracting 1,000+ rows accurately across 100s of pages.
- **Precise bounding boxes** — Dedicated citation model generates granular citations for every extracted value, even inferred ones.
- **Low latency processing** — Fast mode extraction for real-time use cases.
- **Model-agnostic by design** — New foundation models are continuously benchmarked and integrated. Evaluate performance and upgrade versions safely.

### 03 / split

Segment multi-document files into individual subdocuments.

- **Large document splitting** — High-precision splitting that maintains accuracy on 2,000+ page files.
- **Instance detection** — Detect unique identifiers to separate multiple instances of the same document type, like splitting 50 invoices by invoice number.
- **Intelligent boundary handling** — Smart overlap handles mid-page boundaries while keeping context intact.
- **Cost-optimized splitting** — Toggle cost-optimized splitting for bulk jobs, or high precision for tough files.

### 04 / classify

Classify documents into pre-defined categories.

- **Optimized for cost** — Deploy fast and cheap classification at scale with purpose-built classifiers, without compromising on accuracy.
- **Memory** — Multimodal retrieval system that learns from past examples to handle edge cases where prompting falls short.
- **Real time classification** — Toggle low-latency classification to give instant feedback to your users.

### 05 / edit

Detect form fields and fill them programatically.

- **Comprehensive field support** — Detect and fill in checkboxes, signatures, text fields, tables, dropdowns, multi-line paragraphs, and character-per-box inputs (like SSNs).
- **Dynamic form filling for agents** — Use natural language instructions to map data to the right fields automatically, no template required.
- **Template-based filling** — For static forms, detect field positions once and fill them at scale deterministically.
- **Reliability at any scale** — Fast, reliable results even on complex forms with hundreds of fields.

## See financial services documents parsed side by side

Financial Services · Document bank. Side-by-side layout detection and markdown parsing across providers on real statements, invoices, and trade finance documents.

| Document | Type | Complexity | Description |
| --- | --- | --- | --- |
| [Receipt](https://www.extend.ai/document-bank/fintech/receipt) | Receipt | low | Transaction confirmation with itemized charges and totals. |
| [Invoice](https://www.extend.ai/document-bank/fintech/invoice) | Invoice | low | Line items, taxes, discounts, and payment terms. |
| [Bank Statement](https://www.extend.ai/document-bank/fintech/bank-statement) | Statement | low | Monthly account activity summary with debits, credits, and balances. |
| [Financial Statement](https://www.extend.ai/document-bank/fintech/financial-statement) | Report | high | P&L, balance sheet, or cash flow statement. |
| [Title Pledge](https://www.extend.ai/document-bank/fintech/title-pledge) | Legal | medium | Asset title used as collateral for a financial obligation. |
| [Letter of Credit](https://www.extend.ai/document-bank/fintech/financial-plan) | Trade Finance | medium | Bank-issued letter guaranteeing payment upon fulfillment of trade terms. |
| [SBLC](https://www.extend.ai/document-bank/fintech/balance-sheet) | Trade Finance | low | Standby letter of credit used as payment guarantee of last resort. |