Su Belagodu
Free Lesson

Field notes from 40+ AI deployments

30 min
Sep 23, 2026 11:00 AM

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What you'll learn

Spot AI Failure Patterns Early

Learn the oversight gaps that quietly show up after AI moves from pilot to production

Understand Where Humans Belong

See how to decide when humans should review, intervene, escalate, or stay out of the way.

Pressure-Test Your AI Workflow

Leave with sharper questions to assess whether your AI system is ready to scale responsibly.

Why this topic matters

AI pilots look fine in the demo. The real test comes after launch, when humans are overloaded, escalation paths are unclear, and nobody is measuring whether oversight actually works. In this lightning lesson, I’ll share field notes from 40+ AI deployments and the failure patterns leaders should catch before AI scales into risk.

You'll learn from

Su Belagodu

Su Belagodu

AI Transformation Advisor and Creator of the HITL Maturity Model™

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