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DevSecOps Podcast

DevSecOps Podcast

#08 - 05 - AI Explainability Score Card

· 55 min · Season 8 Episode 5

Show notes

In this episode, we sit down with Michael Novack to talk about the AI Explainability Scorecard, a practical framework for evaluating whether AI explanations are actually useful, trustworthy, and actionable.
Michael walks us through the SCORE framework, covering five key dimensions: Sound, Consistent, Optimize, Readable, and Easy. We discuss why “the AI gave an explanation” is not enough, how convincing explanations can still be misleading, and why teams need a structured way to measure explainability before trusting AI-driven decisions.
From compliance and auditability to security…

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