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Notes from the NextPage team on product engineering, app development, outsourcing, and the practical choices behind reliable digital products.

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Shadow AI governance operating model showing hidden AI tools moving through inventory classification approval sandbox review monitoring and audit evidence
Jun 4, 2026 · Nitin

Shadow AI Governance Checklist For Software Teams

Use this shadow AI governance checklist to inventory hidden AI use, classify data and code risk, approve tools, review agents, monitor evidence, and keep software delivery safe.