Prompt
I'm building a SaaS app and need an AI API for summarization and extraction
Latest observation
Oct 8, 2026
OpenAI APIWeb search: off
If you’re building a SaaS app and need an AI API for summarization + information extraction, you generally have three good paths:
1) Use a general-purpose LLM API
Best when you want flexibility for:
- summarization
- structured extraction
- classification
- rewriting
- Q&A over text
Examples:
- OpenAI API
- Anthropic API
- Google Gemini API
Why this is a good fit:
- one API can handle multiple tasks
- easy to prompt for JSON output
- works well across many document types
2) Use a document-processing API
Best when your inputs are PDFs, scans, forms, invoices, or contracts.
Examples:
- Google Document AI
- AWS Textract
- Azure Document Intelligence
Why:
- better for OCR and layout-aware extraction
- can extract tables, fields, and structured data more reliably than a plain LLM alone
3) Use a hybrid approach
Often the best SaaS architecture:
- OCR / document parser for text extraction
- LLM for summarization and semantic extraction
- optional validation layer to check JSON/schema consistency
What I’d recommend
If your primary needs are summarization and extraction from text, start with a general-purpose LLM API and require structured JSON output.
If your inputs are documents/files, combine:
- Document AI / OCR for text cleanup
- LLM for summarization and extraction
Key features to look for
When choosing an API, check for:
- Structured outputs / JSON mode
- Large context window
- Low latency
- Good rate limits / scalability
- Cost per token
- Data privacy / retention policy
- Tool/function calling
- Batch processing support
Example use cases
Summarization
- meeting notes
- customer support tickets
- legal docs
- research articles
Extraction
- names, dates, amounts
- entities and relationships
- key clauses from contracts
- fields from invoices or resumes
Simple recommendation
If you want a straightforward starting point:
- use OpenAI API for summarization and extraction
- request JSON output
- add document OCR later if you need file handling
If you want, I can also give you:
- a side-by-side comparison of OpenAI vs Anthropic vs Gemini, or
- a sample API design for a SaaS summarization/extraction pipeline.