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Use cases

What are you working on?

A proposal, an AI explanation, or a technical plan each needs different questions. Start with the work you have and give the reviewers a specific job.

Two free Refinement reviews each month · Other formats require paid or prepaid access

Before you start

Give the reviewers a specific question.

Include the draft, the question you need answered, and the context that could change the answer. A specific request gives the reviewers something concrete to examine.

The examples below suggest what to bring and what to ask. Use the findings to revise the work or prepare questions for the person making the decision.

Business

Review a proposal

Check the assumptions behind a recommendation.

What to bring

Bring the proposal, its goal, expected costs, and the alternatives you considered. Include the constraints that would rule an option out.

What to ask

Ask reviewers what must be true for the proposal to work, which alternative deserves consideration, and what evidence would change the recommendation.

Suggested format
Devil’s Advocate
Decision owner
Proposal owner
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AI answers

Check an AI explanation

Find claims that need evidence before you repeat them.

What to bring

Paste the answer, the original question, and any sources it cites. Tell the reviewers how you plan to use the answer.

What to ask

Ask for unsupported claims, contradictions, and missing context. Use the findings to check the original sources; model agreement alone does not verify a fact.

Suggested format
Refinement
Decision owner
You
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Engineering

Review a technical plan

Look for failure cases before implementation.

What to bring

Bring the design, requirements, dependencies, and rollout plan. Include expected traffic, failure tolerance, and migration constraints when relevant.

What to ask

Ask reviewers to challenge reliability, security, rollback, and cost assumptions. Turn useful findings into tests or questions for the engineering review.

Suggested format
Red Team
Decision owner
Engineering lead
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Research

Compare conflicting evidence

Keep the disagreement between sources visible.

What to bring

Provide the relevant source material and the question you are trying to answer. Include contradictory findings instead of only the evidence supporting your view.

What to ask

Ask which claims the sources support, where methods or populations differ, and what remains uncertain. Check quotations and conclusions against the original material.

Suggested format
Delphi
Decision owner
Researcher
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Contracts

Prepare questions about a contract

Bring a clearer issue list to counsel.

What to bring

Provide the relevant clauses, definitions, cross-references, and commercial context. State what the agreement needs to accomplish.

What to ask

Ask for conflicting terms, ambiguous obligations, and alternative interpretations. A qualified legal reviewer must assess the findings before you rely on them.

Suggested format
Devil’s Advocate
Decision owner
Qualified counsel
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Investment research

Challenge an investment thesis

Identify the assumptions that could change the case.

What to bring

Bring the thesis, supporting data, time horizon, and downside assumptions. Include the sources and dates behind important figures.

What to ask

Ask for a credible opposing case, missing risks, and conditions that would invalidate the thesis. Verify the figures and review the findings with the responsible investor or adviser.

Suggested format
Devil’s Advocate
Decision owner
Investor or adviser
Explore this review workflow →

Have something else to review?

Bring a draft and a question you need help examining. Start with Refinement for general feedback, then choose a more focused format when you need it.