Live product — API-key access, self-serve

Ask your documents anything. Every answer cites its source.

Upload contracts, policies, or reports — get grounded answers with exact citations back to the source passage. No hallucinated page numbers. No re-reading the whole document to double-check an AI. Try it below with real sample documents, no signup required.

Try the live demo See pricing

Built for teams that live in documents

Legal & contracts

Ask about termination clauses, liability caps, or renewal terms — with the exact section cited.

Healthcare & compliance

Query policy documents for access rules, retention periods, and breach procedures.

Finance & ops

Pull numbers and commentary out of reports without re-reading the whole document.

Live demo

Pick a sample document, ask a real question, and click any citation to see the exact source passage it came from. This is the same retrieval pipeline you'd call via API.

Try asking

Source — click a citation to jump here

Ask a question to see exactly which passage of the source document backs the answer — every claim traces back to a real excerpt, never a made-up citation.

How it works

1. Ingest

Send a document to the API once. It's chunked, embedded, and stored — ready to query forever.

2. Ask

Query in plain English. Retrieval finds the exact passages that answer the question.

3. Verify

Every answer ships with citations back to the source — click to see the exact excerpt.

Integrate in minutes

Subscribe, get an API key by email automatically, and start calling the API immediately — no dashboard, no manual approval, no waiting.

curl -X POST https://docs.mtm-talha.com/api/agents/document-qa/query \
  -H "Authorization: Bearer dqa_your_api_key" \
  -H "Content-Type: application/json" \
  -d '{
    "documentId": "your-document-id",
    "question": "What is the termination notice period?"
  }'

Pricing

Simple monthly plans. Pay, get your API key instantly, cancel anytime from the link in your confirmation email.

Starter

For a small team getting off the ground.

$29/mo
  • 500 queries/month
  • 50 documents stored
  • API key access, no setup fee
  • Cited answers on every query
Most popular

Growth

For teams fielding real question volume.

$99/mo
  • 3,000 queries/month
  • 300 documents stored
  • API key access, no setup fee
  • Cited answers on every query

Business

For high-volume, multi-team usage.

$299/mo
  • 15,000 queries/month
  • 1,500 documents stored
  • API key access, no setup fee
  • Cited answers on every query

Need a custom volume or a fully white-labeled deployment?instead.

Built by Talha Mahmood — this exact retrieval pattern is shipped in production at Panelist.

Ready to try it on your docs?

Get your API key