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Lab · Tool 04

Governance Prompt Library.

Not a general-purpose collection. Every prompt targets a specific governance task: drafting refusal conditions, scoring risk, writing policy, designing HITL workflows, preparing for audit.

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5 prompts

Prompts for drafting, testing, and auditing AI refusal conditions. Use these when you need to specify what your system must decline, or when you need to evaluate whether an existing refusal policy is robust.

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5 prompts

Prompts for scoring, categorising, and describing AI risk. Use these to populate risk worksheets, prepare board-level summaries, or assess a specific AI deployment against a defined risk framework.

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5 prompts

Prompts for generating, reviewing, and improving AI governance documents. Use these to draft acceptable use policies, data handling clauses, or incident response procedures.

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5 prompts

Prompts for defining, testing, and communicating human-in-the-loop requirements. Use these to design escalation logic, write reviewer briefs, or audit the quality of existing HITL workflows.

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5 prompts

Prompts for auditing AI systems, running red-team exercises, and preparing for regulatory review. Use these before deployment, after incidents, or as part of a periodic governance review.

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Why governance prompts are different

Most prompt libraries optimise for creativity or productivity. This library optimises for accountability. Every prompt is designed to produce an output that a governance team can review, document, and defend.

Read: Why a governance-specific prompt library matters →