Real ChatGPT answer · index seedo3Ow7xcSgCkcompleteB2B software · AI and automation toolsinformational

What python libraries or cloud APIs currently provide the highest accuracy for extracting tables from messy PDF reports today?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What python libraries or cloud APIs currently provide the highest accuracy for extracting tables from messy PDF reports today?
2 real searches · 1 real-search pass
2026 best PDF table extraction accuracy benchmark libraries cloud APIs Azure Document Intelligence Google Document AI AWS Textract LlamaParse Docling PaddleOCR table recognitionGoogle ↗
OBSERVEDComparison
PDF table extraction benchmark complex tables merged cells scanned documents PubTables-1M OmniDocBench 2025 2026Google ↗
OBSERVEDInstruction

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 (2)
Short factOther / navigationalComparison50%ConsequenceReasonDefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
2026 best PDF table extraction accuracy benchmark libraries cloud APIs Azure Document Intelligence Google Document AI AWS Textract LlamaParse Docling PaddleOCR table recognition Google ↗
PDF table extraction benchmark complex tables merged cells scanned documents PubTables-1M OmniDocBench 2025 2026 Google ↗
  1. GitHub · github.com
  2. GitHub · github.com
  3. GitHub · github.com
  4. GitHub · github.com
  5. GitHub · github.com
  6. GitHub · github.com
  7. Process documents with Gemini layout parser  |  Document AI  |  Google Cloud Documentation · docs.cloud.google.com
  8. Processor list  |  Document AI  |  Google Cloud Documentation · docs.cloud.google.com
  9. Document layout analysis - Document Intelligence - Foundry Tools · learn.microsoft.com
  10. Document layout analysis - Document Intelligence - Foundry Tools · learn.microsoft.com
  11. AnalyzeDocument · docs.aws.amazon.com
  12. Tables · docs.aws.amazon.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 best PDF table extraction accuracy benchmark libraries cloud APIs Azure Document Intelligence Google Document AI AWS Textract LlamaParse Docling PaddleOCR table recognition
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
PDF table extraction benchmark complex tables merged cells scanned documents PubTables-1M OmniDocBench 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1