We need to parse unstructured PDF contracts accurately today which document parsing API has the most reliable Python SDK right now
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to parse unstructured PDF contracts accurately today which document parsing API has the most reliable Python SDK right now
1 real search · 1 real-search pass
2026 document parsing API Python SDK contract PDFs table extraction layout accuracy reliability LlamaParse Unstructured Azure Document Intelligence Google Document AI ReductoGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 document parsing API Python SDK contract PDFs table extraction layout accuracy reliability LlamaParse Unstructured Azure Document Intelligence Google Document AI Reducto Google ↗
- Best Document Parser APIs, Independently Benchmarked, 2026 · openbenchmarks.com
- GitHub - openbenchmarks-labs/document-processing: Open, independent benchmark on document parsing APIs and frontier VLMs for AI agents and RAG: does a struck-out clause in a redlined contract PDF survive the parse? Open source code + open data. LlamaParse, Reducto, Datalab, Extend, Pulse, Mistral OCR, GPT-6 Astra, Claude Fable 5.1. · github.com
- Extraction Overview · docs.extend.ai
- Parsing Overview · docs.extend.ai
- API Quickstart · docs.extend.ai
- Extract | Structured Data Extraction API · reducto.ai
- Tables · developers.llamaindex.ai
- FAQ · developers.llamaindex.ai
- Contract data extraction – Document Intelligence - Foundry Tools · learn.microsoft.com
Queries
1 queries · click a column to sort