Free Lesson
Design an AI Quality Dashboard for PMs
Part of The AI Evaluation Handbook
30 min
Jan 18, 2026 4:00 PM
Virtual (Zoom)
In this video
What you'll learn
How to choose metrics that predict AI breakage
Identify leading indicators of reliability, cost, and UX issues.
How to separate quality signals from noise
Avoid vanity metrics that hide real problems.
How to design a dashboard PMs can act on
Structure metrics to support clear product decisions.
How to use metrics to guide iteration and launches
Apply dashboard data to ship, hold, or roll back AI features.
Why this topic matters
AI systems often degrade quietly. Without the right metrics, teams miss quality regressions, rising costs, or worsening user experience until damage is done. This session focuses on practical metrics that help teams detect issues early and respond with confidence.
You'll learn from

Aki Wijesundara, PhD
AI Founder | Educator | Google AI Accelerator Alum

Manu Jayawardana
AI Advisor | Co-Founder & CEO at Krybe | Co-Founder of Snapdrum
Previous Students from
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