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DOCUMENT QUESTION AND ANSWER · Workflow idea

Get help finding the answer inside a document.

A person shares a PDF in a private conversation, then asks questions about its contents. Keep answers connected to relevant passages, make gaps or uncertainty clear, and let the document owner control who can access the file and its information.

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
PDF or document question
Produces
A document-based response with relevant source context and a clear indication when the PDF does not support a confident answer.
Category
Documents

01 / The starting point

A clear request.
A useful direction.

A PDF shared for an approved purpose or a follow-up question about a document already provided

“Use the selected document to prepare a concise answer to the person’s question, point to the relevant passage when possible, and refer uncertain or consequential questions to a person for verification.”
An example request · Make it specific to your team.

02 / The work

5 tasks.
One useful outcome.

Helps people find information in a PDF through a conversational question rather than searching the document manually.

  1. Share a permitted document

    Choose a PDF that the person is allowed to share and confirm it is appropriate for the conversation and its intended audience.

  2. Prepare the document for questions

    Make the document’s contents searchable while preserving a clear connection to the original file.

  3. Ask a focused question

    State what information is needed and include enough context to distinguish the relevant section or topic.

  4. Check the answer against the source

    Review the cited or referenced passage and ask for clarification when the document is incomplete, ambiguous, or silent on the question.

  5. Verify before an important decision

    Have an appropriate person check the original document before relying on an answer for a consequential or customer-facing action.

03 / The result

Something useful.
Something to build on.

A document-based response with relevant source context and a clear indication when the PDF does not support a confident answer.

AmbactiWorkflow folio · 5 steps

Ask questions about a PDF

Documents · Example outcome

The handoff

A document-based response with relevant source context and a clear indication when the PDF does not support a confident answer.

Keep in mind

A response may overlook a passage or misinterpret the document. Keep files available only to intended users, do not expose one person’s document to another conversation, and verify the original text before acting on legal, medical, financial, employment, or customer-related information.

04 / Make it yours

Set the brief.
Set the standard.

A few choices shape the work around your team.

Choose approved document types and users

Define who may share PDFs, what kinds of documents are allowed, and which people may ask questions about each file.

Protect document access

Keep each file and its answers limited to the intended user or group, and decide how long documents remain available.

Set answer and handoff expectations

Choose how answers show source context, communicate uncertainty, and refer consequential or unsupported questions to a person.

Test incomplete and sensitive documents

Check a clear question, an answer not present in the file, and a restricted document to confirm uncertainty and access boundaries are respected.

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