Data Bricklaying Diary

Aug 7, 2026 · R&D Management

Beyond PoC: Defining Graduation Criteria for AI Pilot Success

This article argues that AI pilots require predefined graduation criteria across business value, system quality, operational readiness, and governance to move beyond PoC, using phase-gate reviews to decide whether to expand, adjust, or stop investment, illustrated with an equipment temperature alert agent example.