Decision8 min2026-03-20
AI governance for teams without an internal AI department
You do not need a large AI org to govern AI well. You need clear controls, ownership, and operating discipline.
Minimum governance baseline
- Designate one accountable owner per workflow using AI.
- Define approved models, prompt boundaries, and data access rules.
- Set escalation paths for low-confidence outputs and policy violations.
Control points that matter
- Human approval gates for high-impact decisions.
- Structured logs for prompts, outputs, and downstream actions.
- Periodic policy review tied to real incidents and failure modes.
Operator takeaway
- Governance is an operating system, not a policy PDF.
- Start small, enforce consistently, and evolve controls with real usage data.
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