Governance Guide
AI Governance Policy Template for Startups
Startup teams need a lightweight but clear policy for data handling, model access, and release approvals. This template balances speed and control.
Implementation Steps
- Define data-class boundaries for each AI use case.
- Assign a single owner for policy updates and incident triage.
- Set a monthly policy review cadence with clear change log.
- Require approval for model/provider changes in production flows.
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- Provider and model split recommendations
- Budget guardrail design by traffic stage
- KPI plan for spend, quality, and conversion