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.

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?Book a callinstead.

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