Noah M. Kenney
A new book by Noah M. Kenney

When the Model Was Wrong.

Stories from the front lines of system failure.

Eight systems. Eight failures. Eight moments where AI made the wrong call — and a forensic reconstruction of how each one happened, and why.

Cases
8
Format
Hardcover
Author
Noah M. Kenney
When the Model Was Wrong — hardcover book mockup
01 / About the Book

Eight systems. Eight failures. Eight moments where AI made the wrong call.

Each story reveals not just what went wrong, but why.

When the Model Was Wrong is a series of forensic case reconstructions showing how intelligent systems fail, not because the models are flawed, but because the systems around them lack proper oversight, controls, and accountability.

A patient flagged incorrectly by a diagnostic model. A claim denied by an automated decision system no one could fully explain. A man misidentified by facial recognition and detained for a crime he did not commit. Each chapter pulls apart a real-world failure mode and traces it back to the missing layer — the data pipeline that wasn't audited, the threshold that was never tested, the human override that was never wired in.

Essential reading for anyone with a stake in the future of AI — practitioners, policymakers, executives, students, and concerned citizens alike.

Inside the book

—  Three of eight cases
i.
A patient flagged incorrectly by a diagnostic model.Healthcare — Clinical decision support
ii.
A claim denied by an automated decision system no one could fully explain.Insurance — Algorithmic adjudication
iii.
A man misidentified by facial recognition and detained for a crime he did not commit.Public safety — Identification systems
And five more.Across finance, hiring, content moderation, and more
02 / Order the Book

Available now in hardcover.

Order When the Model Was Wrong directly from Amazon. Bulk and academic-adoption inquiries can be sent to the author.

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Educators, libraries, and corporate L&D programs — reach out for review copies and bulk pricing.

03 / About the Author
Noah M. Kenney portrait

Noah M. Kenney, AIGP, CIPM

Founder & Principal Consultant, Digital 520

Noah M. Kenney is the founder and principal consultant of Digital 520, where he advises healthcare systems, financial services firms, government agencies, and mission-driven organizations on the law, privacy, security, and compliance of artificial intelligence.

He is the author of Governing Intelligence: Law, Privacy, Security, and Compliance in the Age of Artificial Intelligence, a 488-page open-access textbook used by universities, Fortune 500 governance teams, and government bodies as a working framework for AI policy and program design.