Overview

Why do companies with world-class AI talent still fail to realize real AI value? Because AI doesn't fail first. Operating models do. In Why AI Smart Systems Fail in Dumb Organizations, Farrukh (Johnny) Malik delivers a blunt, experience-driven dismantling of the biggest myth in enterprise AI: that better models, better prompts, or better vendors will save you. They won't. AI is not a tool upgrade. It is an organizational stress test. Drawing from real deployments in regulated, high-stakes environments, this book shows how generative and agentic AI systems routinely expose slow decision cycles, broken governance, unclear ownership, legacy workflows, and cultural fear-long before they deliver ROI. Chapters walk through the uncomfortable truth executives avoid: AI scales whatever already exists-good or bad-at machine speed. This is not a book about how transformers work. It is a field guide for leaders who need AI to survive contact with production. In this book, you'll learn: Why 95% of AI pilots die despite strong technical performance How decision rights-not model accuracy-determine AI outcomes Why ""human-in-the-loop"" often becomes a hidden bottleneck How to move from gatekeeper governance to runtime guardrails When autonomy is safe-and when it's career-ending How cost, risk, and velocity collide in real enterprise deployments Why your operating model is the real AI product Through sharp examples, operational frameworks, and battle-tested mental models, Malik reframes AI leadership as an exercise in organizational design, accountability, and decision architecture. The book introduces practical tools like: The Volume × Blast Radius decision model The Commitment Contract for executive alignment AI-native operating model patterns for regulated enterprises Evidence-based governance that survives audits-not slides If you're an executive, architect, product leader, or risk owner tired of AI theater, pilots that never scale, and systems that stall at approval queues, this book gives you the language-and the leverage-to fix the real problem. AI will not save your organization. But it will reveal exactly what's broken. The only question is whether you're ready to redesign it.

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