REFERENCE DOCUMENT CHAT · Workflow idea

Make a document collection easier to explore through questions.

Prepare an approved document collection for question answering, then help users find relevant passages through a simple chat experience. Keep sources current and access-controlled, make missing or conflicting evidence visible, and require expert review before a response is used for a consequential decision.

A Roman aqueduct taking shape from architectural sketch to marble.
A little structure. A clearer outcome.
Starts with
A user asks about a reference collection
Produces
A concise response connected to relevant source material and its limitations.
Category
Reviews & approvals

01 / The starting point

A clear request.
A useful direction.

A user with permission to access the selected knowledge documents

“Answer from approved references and identify when the documents do not support a confident response.”
An example request · Make it specific to your team.

02 / The work

5 tasks.
One useful outcome.

Helps people ask questions about a defined collection of documents instead of searching through each file manually.

  1. Select documents approved for the audience

    Confirm source ownership, current versions, and permitted users.

  2. Prepare the knowledge collection

    Organize source text while preserving document identity and access boundaries.

  3. Answer from relevant material

    Present the most useful passages and be clear when evidence is missing.

  4. Review quality and permissions

    Check citations, document freshness, and whether the user may access each source.

  5. Escalate decisions requiring expertise

    Have a qualified owner verify sensitive or consequential guidance before action.

03 / The result

Something useful.
Something to build on.

A concise response connected to relevant source material and its limitations.

AmbactiWorkflow folio · 5 steps

Chat with approved reference files

Reviews & approvals · Example outcome

The handoff

A concise response connected to relevant source material and its limitations.

Keep in mind

Document-based answers can miss caveats, use a weak match, or expose restricted material. Confirm document permissions before loading them, keep user access aligned with source access, show evidence, and route high-impact questions to a qualified person.

04 / Make it yours

Set the brief.
Set the standard.

A few choices shape the work around your team.

Define the audience and knowledge purpose

Choose which user groups and questions the collection supports.

Maintain source access and freshness

Assign document owners to update or remove stale material.

Show supporting evidence

Keep relevant source references and uncertainty visible with answers.

Set escalation and retention rules

Define human handoff, conversation privacy, and document retention.

Put your next idea to work.

Start with your brief. Make the process your own.

Explore more workflows ↗