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KNOWLEDGE-ASSISTED SUPPORT · Workflow idea

Bring useful context into an answer—and keep its evidence visible.

For a team authorized to use selected knowledge collections, enrich a user’s question with reasoning concepts from an approved reference graph, retrieve related material from a chosen knowledge collection, and prepare a response. Connections between concepts can be incomplete or misleading, and a fluent answer may go beyond its sources. Explain how user messages are handled, protect restricted collections, show what evidence supports the response, and require a qualified person to review uncertain or consequential guidance.

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 asks a question within an approved subject area
Produces
A draft answer with its supporting references, uncertainty, and human-review status visible.
Category
Reviews & approvals

01 / The starting point

A clear request.
A useful direction.

A disclosed service purpose, approved knowledge collections, and clear audience boundaries

“Use relevant context to prepare a more considered response without presenting inference as verified fact.”
An example request · Make it specific to your team.

02 / The work

5 tasks.
One useful outcome.

Uses reasoning concepts from a selected knowledge graph to enrich a question, then retrieves related material from one or more selected knowledge collections to prepare an answer.

  1. Approve the knowledge sources and audience

    Confirm source rights, intended use, freshness, and which users may see each collection.

  2. Explain message handling to users

    Make the service purpose and message retention practices clear, and collect only needed personal details.

  3. Connect reasoning to source evidence

    Show which selected concepts and passages inform a response and flag weak or missing support.

  4. Check accuracy and uncertainty

    Verify claims against current source material and state when the evidence does not answer the question.

  5. Approve consequential guidance

    Route sensitive, safety-related, or high-impact answers to an appropriately qualified person.

03 / The result

Something useful.
Something to build on.

A draft answer with its supporting references, uncertainty, and human-review status visible.

AmbactiWorkflow folio · 5 steps

Review knowledge-grounded chat answers

Reviews & approvals · Example outcome

The handoff

A draft answer with its supporting references, uncertainty, and human-review status visible.

Keep in mind

A reasoning pattern or retrieved passage may be irrelevant, outdated, or misinterpreted. Keep source ownership and audience permissions intact, minimize retained user messages, distinguish cited evidence from inference, and do not rely on an answer for high-impact decisions without qualified human review.

04 / Make it yours

Set the brief.
Set the standard.

A few choices shape the work around your team.

Document ownership and permissions for each collection

Keep source rights, audience limits, and review dates attached to the knowledge used.

Define what the service may answer

Set topic and safety boundaries, plus a clear route to a human when evidence is absent or ambiguous.

Protect questions and conversation history

Restrict access, minimize saved content, and apply an approved deletion schedule.

Require source checks for important answers

Have a responsible reviewer validate evidence and wording before advice is relied on.

Put your next idea to work.

Start with your brief. Make the process your own.

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