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#08 - 05 - AI Explainability Score Card episode artwork

EPISODE · Jul 8, 2026 · 55 MIN

#08 - 05 - AI Explainability Score Card

from DevSecOps Podcast · host Cássio Batista Pereira

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, governance, and real-world accountability, this conversation explores what it takes to move AI explainability from vague promise to practical discipline.If you are building, securing, reviewing, or approving AI systems, this episode is for you.Become a supporter of this podcast: https://www.spreaker.com/podcast/devsecops-podcast--4179006/support.Apoio: Nova8, Snyk, Conviso, Gold Security, Digitalwolk e PurpleBird Security.

Episode metadata supplied by the publisher feed · Published Jul 8, 2026

What this episode covers

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, governance, and real-world accountability, this conversation explores what it takes to move AI explainability from vague promise to practical discipline.If you are building, securing, reviewing, or approving AI systems, this episode is for you.Become a supporter of this podcast: https://www.spreaker.com/podcast/devsecops-podcast--4179006/support.Apoio: Nova8, Snyk, Conviso, Gold Security, Digitalwolk e PurpleBird Security.

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#08 - 05 - AI Explainability Score Card

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This episode is 55 minutes long.

When was this DevSecOps Podcast episode published?

This episode was published on July 8, 2026.

What is this episode about?

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...

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