VahdetLabs
Document intelligence pilots — grounded answers, integration, and handover
  • Location:
    Prague, Czech Republic
Technical focus
  • Scoped document QA pilots
  • Cited answers over agreed corpora
  • Support / ops / policy workflows
  • FastAPI integration surfaces
  • Auth, hosting, and handover planning

Interactive Q&A demo

Reference deployment — fixed demo corpus, honest pilot boundaries.

Use example questions or type your own against the reference eight-document corpus. Responses include cited sources so technical stakeholders can verify grounding before a larger build.

  • 8policy documents
  • /asklive API
  • 3fields per source

How it works

  1. Embed the question — same model contract as the indexed corpus.
  2. Retrieve top-k — FAISS returns the closest policy/runbook chunks.
  3. Answer with citations — the API returns answer plus sources[] (document, page, chunk_id).

Reference corpus only (sample policies in data/raw_docs/) — not a consumer chat product. Production pilots define your corpus, access controls, and hosting in scope.

Ask the demo corpus

Fixed index: 8 synthetic policy documents (SLA, billing, refunds, incident response, support workflow, onboarding, pricing, internal FAQ) from data/raw_docs/. Example chips below map to those themes.

Calls POST /ask on the deployed API from your browser. If the request is blocked (CORS or API key on the server), use API docs or curl instead.

Try an example (fills the box; then press Ask):

RAG Document QA

VahdetLabs client evaluation · scoped document QA pilot

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