Wed, Sep 23, 2026
3:00 PM UTC (30 minutes)
Virtual (Zoom)
Free to join
Go deeper with a course

Wed, Sep 23, 2026
3:00 PM UTC (30 minutes)
Virtual (Zoom)
Free to join
Go deeper with a course

What you'll learn
Spot AI Failure Patterns Early
Understand Where Humans Belong
Pressure-Test Your AI Workflow
Why this topic matters
You'll learn from
Su Belagodu
AI Transformation Advisor and Creator of the HITL Maturity Model™
Su Belagodu is an AI Transformation and AI Product Strategy Advisor who helps leaders move AI from experimentation to responsible adoption. She is the creator of the HITL Maturity Model™ and HITL Health Index™, frameworks used to assess whether human oversight in AI systems is real, measurable, and operationally useful.
Her work is grounded in field experience across 40+ AI deployments, where she has studied the failure patterns that show up after launch: overloaded reviewers, unclear escalation paths, misplaced trust, and governance that exists in slides but not in daily work. She works with AI leaders, product teams, founders, and executives to build systems that can survive production pressure, audits, and growth