tools workflows

Ask for evidence, assumptions, and a decision log

Do not ask a model to reveal hidden chain-of-thought. Ask for the evidence it used, the assumptions it made, and what would change its answer.

By LY ·

Executive take

Quick answer

The tip

Replace chain-of-thought prompts with reviewable reasoning prompts. Ask the model for its answer, the evidence it relied on, the assumptions it made, the options it rejected, its confidence level, and what new information would change the recommendation. That gives a human something useful to inspect.

Perspective

Business leader

Primary audience

Why this matters for this role

    What this role should do

      Watchouts

        The tip

        Replace chain-of-thought prompts with reviewable reasoning prompts. Ask the model for its answer, the evidence it relied on, the assumptions it made, the options it rejected, its confidence level, and what new information would change the recommendation. That gives a human something useful to inspect.

        Where it helps

        Use this for strategy notes, procurement choices, policy drafts, technical tradeoffs, hiring plans, and customer decisions. The point is not to make the model sound clever. The point is to make the answer auditable enough for a manager, lawyer, engineer, or finance lead to challenge.

        How to try it

        Use this prompt: Give me the recommendation first. Then list the evidence used, assumptions made, options rejected, confidence level, and what would change your answer. Keep the reasoning summary concise and do not reveal hidden chain-of-thought. End with the next check a human should perform.

        Caveats

        A tidy reasoning summary is not proof. Models can invent evidence, miss context, or sound certain when they should not. Ask for sources when factual claims matter. For high-stakes decisions, keep a decision log that records the human owner, final call, date, and reason for accepting or rejecting the AI recommendation.

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        Sources

        Editorial guidance based on workplace practice patterns. Add external citations before publishing factual claims or policy guidance.