AI Policy Generator: Governance for Your Agent Workflow

Where this fits

You're a developer at a nonprofit that just started using generative AI tools. Leadership asks for a usage policy, but you're not a legal expert. Or you're an enterprise architect who needs to document risk and compliance for dozens of AI systems. The ai-policy-generator skill turns a vague request into a structured, actionable policy draft—saving you from staring at a blank page and a chaotic regulatory landscape.

Why agents benefit

• Scaffolds complete policies: Produces a governance template with purpose, scope, definitions, acceptable use, data handling, and risk assessment sections—ready to be customized.
• Tailors to organization type: Adapts language and examples for nonprofits, enterprises, and other contexts, so the output isn't generic boilerplate.
• Embeds risk and ethics: Includes high-risk AI use case identification, prohibited uses, and ethical guidelines, aligning with responsible AI frameworks.
• Speeds compliance prep: Generates sections referencing data privacy (e.g., GDPR, CCPA) and industry-specific regulations, giving legal teams a head start.
• Integrates with agent workflows: The skill runs inside Claude or any agent, so you can iterate on the policy conversationally, refining sections without switching tools.

Practical scenarios

Nonprofit AI Adoption

A program manager at an NGO needs to set rules for staff using ChatGPT and image generators. The skill generates a policy that covers data sensitivity (donor info, beneficiary data), acceptable use by department, and a simple approval process for new tools—tailored to a small team without a legal department.

Enterprise Risk Management

A compliance officer at a bank wants to inventory AI use cases and classify them by risk. The skill produces a framework with risk categories, mitigation steps, and escalation paths, which the officer can then map to existing governance structures.

Regulatory Audit Preparation

An AI product team is preparing for an EU AI Act audit. The skill drafts sections on transparency, human oversight, and documentation requirements, giving the team a structured starting point for their technical documentation.

Add it to your agent workflow

Install the skill with:

npx skills add travisjneuman/.claude --skill ai-policy-generator

Then ask your agent: "Generate an AI usage policy for a 50-person nonprofit that uses Slack AI and Jasper for content." The agent will produce a full draft, which you can refine by requesting changes like "tighten the data handling section for healthcare data."

Compare before adopting

Before committing, compare this skill with other governance templates or custom prompts you've used. Check:

• Quality signals: Does the output match your org's tone and depth? Review the README and star history.
• Maintenance freshness: Is the repo actively updated? Look for recent commits or issues.
• Alternatives: There are generic policy generators; this one is tailored for AI governance. Weigh specificity vs. flexibility.
• Workflow fit: Does it slot into your existing agent setup? Test with a sample policy to see if the structure aligns with your needs.

Why it is worth tracking

With 95 stars and a clear, focused scope, this skill shows community interest in practical AI governance. It's maintained by an active author, and the template structure is solid enough to serve as a baseline for many organizations. Track it if you need to draft policies quickly, and evaluate it against your org's regulatory requirements before relying on it for compliance-critical documents. For more details, see the skill page.