Intermediate · first result in 1 day
Chat with my documents (and trust the answers)
The problem
We have thousands of PDFs and wikis. Search is bad and people keep asking the same questions.
What you'll get
A retrieval setup that cites the exact page, so people can check every answer.
Best options right now
Last checked 23 Sept 2026Pick one
pgvector ↗
Vector search inside the Postgres you already run
MediumFree
Hybrid search + reranker
Combining keyword and vector search, then reranking, fixes most "wrong page" answers
MediumLow
Long-context models
Small document sets: skip retrieval and put the documents straight into the prompt
EasyPay per use
Do this first
- Start with 50 real questions your team asks, with known answers. That's your test set.
- Index a small document set and require a citation for every answer.
- Measure answer accuracy and citation faithfulness before you scale up.
Watch out for
- Scanned PDFs need OCR first.
- Without a test set you can't tell whether a change helped.
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