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RESEARCH REVIEW · Workflow idea

Give people a useful view of approved test prompts, sample responses, scoring criteria, and evaluation notes, with room to verify and correct.

For an authorized purpose, organize repeatable prompt test results and tentative quality observations for a reviewer. A score is not proof of accuracy, fairness, privacy, or safety, and test material may contain confidential or copyrighted content. Use authorized examples, redact personal data, check criteria and edge cases, preserve limitations, and require a qualified person to approve any consequential system change. Explain personal-data use and retention, obtain required consent, respect source and reuse rights, verify important details, and keep external or consequential actions under explicit human approval.

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 permitted request about approved test prompts, sample responses, scoring criteria, and evaluation notes is ready for review
Produces
A private approved test prompts, sample responses, scoring criteria, and evaluation notes review draft with source checks, uncertainty notes, and human approval status.
Category
Research & strategy

01 / The starting point

A clear request.
A useful direction.

A defined purpose, authorized source material, and an accountable reviewer

“Prepare approved test prompts, sample responses, scoring criteria, and evaluation notes from permitted information for a person to review before any external or consequential action.”
An example request · Make it specific to your team.

02 / The work

4 tasks.
One useful outcome.

Organize repeatable prompt test results and tentative quality observations for a reviewer.

  1. Set a narrow question and permitted sources

    Define scope and dates, and respect access, collection, and reuse conditions.

  2. Check claims against original evidence

    Open primary references and preserve links, retrieval dates, and relevant context.

  3. Show gaps and uncertainty

    Separate observations from estimates and flag incomplete or conflicting evidence.

  4. Approve findings before circulation

    Have a responsible researcher verify evidence, interpretation, and intended use.

03 / The result

Something useful.
Something to build on.

A private approved test prompts, sample responses, scoring criteria, and evaluation notes review draft with source checks, uncertainty notes, and human approval status.

AmbactiWorkflow folio · 4 steps

Review prompt evaluation findings

Research & strategy · Example outcome

The handoff

A private approved test prompts, sample responses, scoring criteria, and evaluation notes review draft with source checks, uncertainty notes, and human approval status.

Keep in mind

A score is not proof of accuracy, fairness, privacy, or safety, and test material may contain confidential or copyrighted content. Use authorized examples, redact personal data, check criteria and edge cases, preserve limitations, and require a qualified person to approve any consequential system change.

04 / Make it yours

Set the brief.
Set the standard.

A few choices shape the work around your team.

Record source scope and retrieval dates

Keep the question, source links, access conditions, and review period traceable.

Set citation and verification standards

Require direct checks for material claims and keep uncertainty visible.

Protect people and source material

Limit identifiers and honor participant, source, and rights-holder requirements.

Require human review of conclusions

Do not present a forecast, ranking, or interpretation as established fact without review.

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Put your next idea to work.

Start with your brief. Make the process your own.

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