Library Q&A

What you get

Upload a document set — contracts, filings, research papers, due-diligence packages — and ask questions across it. Every answer is cited to the specific paragraph it came from. Every query is audit-logged. Permissions are enforced per document and per user role. Multi-document reasoning, not single-PDF chat.

What makes it different

ChatPDF clones are everywhere and most are toys. Library Q&A is what regulated teams need: identity-aware retrieval, audit trail on every query and every answer, citation contract that verifies the cited paragraph actually supports the claim, structured exports for evidentiary use, and governance from F6 baked in.

What it can do for you

Compress the time legal teams spend on contract review. Make M&A due-diligence document spelunking interactive instead of binder-flipping. Let research teams query their own corpus without re-reading every paper. Surface inconsistencies across documents the way humans never could at scale.

• Multi-document Q&A with cross-document reasoning
• Citation contract: every claim links to a verifiable passage
• Identity-aware permissions per document and role
• Full audit trail (who asked what, when, what was returned)
• Multi-language documents and queries
• Structured export for evidentiary or report use
• Redaction of PII in cited passages where required
• On-premise / private-cloud deployment option

Who it's for

Legal teams (contract review, regulatory analysis), M&A teams (due diligence, deal-room review), research teams (literature review, internal-paper queries), compliance teams (policy queries), and any team where the answer to 'what does this set of documents say about X' is currently 'someone has to read them all.'

How we ship it

Typical deployment is 3 weeks. Document ingestion, permission mapping, audit configuration, user training. On-premise deployments add 1-2 weeks for environment setup.