Prompt
I'm building a document extraction app and need an LLM API
Latest observation
Oct 8, 2026
OpenAI APIWeb search: off
Absolutely — for a document extraction app, you’ll usually want an LLM API that can do one or more of these well:
- OCR-aware text extraction from scanned PDFs/images
- Structured data extraction into JSON
- Classification / routing of document types
- Chunking and summarization for long docs
- Tool/function calling to validate and normalize fields
Good API options
Here are the common choices:
1) OpenAI API
Best if you want:
- strong general-purpose extraction
- structured JSON outputs
- robust function calling / tool use
- multimodal support for images/PDF workflows
Useful when you need:
- invoice/receipt/contract field extraction
- schema-constrained outputs
- high-quality reasoning over messy documents
2) Anthropic API
Best if you want:
- strong long-context document processing
- high-quality text understanding
- good extraction from long contracts and reports
3) Google Gemini API
Best if you want:
- multimodal document understanding
- strong integration with Google Cloud ecosystem
- large-context processing
4) AWS Textract + LLM
Best if you need:
- purpose-built OCR and form/table extraction
- hybrid pipeline: OCR first, LLM second
- enterprise document workflows
5) Azure Document Intelligence + Azure OpenAI
Best if you want:
- enterprise document extraction
- OCR/layout parsing plus LLM post-processing
- Microsoft ecosystem integration
Recommended architecture for document extraction
For most apps, the best pipeline is:
- Detect document type
- Run OCR / layout parsing if needed
- Send text + layout metadata to LLM
- Ask for structured JSON output
- Validate against schema
- Fallback / retry if confidence is low
What to look for in an API
You’ll want an API with:
- Structured outputs / JSON mode
- Vision support if you have scanned docs or images
- Long context window for big documents
- Low latency
- Batch processing
- Reliable billing and rate limits
- Data privacy / retention controls
If you want a simple recommendation
- Best overall: OpenAI API
- Best for OCR-heavy enterprise docs: Azure Document Intelligence or AWS Textract + LLM
- Best for long contracts / huge docs: Anthropic or Gemini
If you want, I can help you choose the best API based on:
- your document types,
- whether you need OCR, and
- your preferred stack (Python, Node, etc.).