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DOCUMENT QUESTION ANSWERING · Workflow idea

Ask a document a question and keep the evidence close.

An authorized user can provide a reference document and ask questions about its contents. Prepare an answer grounded in the selected material, point out when the document does not address the question, and keep the original available so the user can verify details before relying on the response.

Make it yours See how it works ↓
A Roman aqueduct taking shape from architectural sketch to marble.
A little structure. A clearer outcome.
Starts with
A user uploads a reference document
Produces
A response tied to relevant document passages, with gaps and uncertainty visible.
Category
Documents

01 / The starting point

A clear request.
A useful direction.

A document the user is authorized to process and an explicit question about its content

“Prepare an answer from the supplied document without treating it as complete or authoritative guidance.”
An example request · Make it specific to your team.

02 / The work

5 tasks.
One useful outcome.

Helps a person find information in a supplied reference document without manually searching every page.

  1. Confirm document rights and audience

    Check that the uploader may use the document and identify who can see its contents.

  2. Prepare the reference for questions

    Organize the supplied material and keep page or section context available.

  3. Answer from relevant passages

    Respond using the document and state clearly when it does not contain enough information.

  4. Check sensitive or consequential answers

    Route high-impact questions to an appropriate expert for verification.

  5. Protect the document after review

    Follow the agreed access and retention policy and remove files when no longer needed.

03 / The result

Something useful.
Something to build on.

A response tied to relevant document passages, with gaps and uncertainty visible.

AmbactiWorkflow folio · 5 steps

Answer questions from uploaded reference documents

Documents · Example outcome

The handoff

A response tied to relevant document passages, with gaps and uncertainty visible.

Keep in mind

A document answer can overlook caveats, use a wrong passage, or expose confidential content. Confirm the user may upload and process the document, restrict access and retention, keep relevant passages visible, and require a qualified person to verify legal, medical, financial, employment, or other consequential guidance.

04 / Make it yours

Set the brief.
Set the standard.

A few choices shape the work around your team.

Define allowed document types and purposes

Choose which materials users may submit and what questions are supported.

Set user access and retention rules

Explain who can view uploads, how they are stored, and when they are removed.

Require source-aware answers

Keep relevant sections visible and make uncertainty explicit.

Assign expert escalation owners

Name who handles high-impact or out-of-scope questions.

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