
Michael Keer, founder of Product Realization Group (PRG), addresses the challenge teams face in moving hardware concepts from promise to successful scale.
Agile Hardware Product Realization in the Age of AI: From Concept to Scale brings together lessons from decades of hands-on experience in Silicon Valley—where misalignment between product, process, and production can be costly. Drawing from firsthand experience with both success and failure, Keer explains what goes wrong in hardware development and why.
One of the central ideas in the book is that many organizations underestimate how difficult it is to move from prototype to production. Even well-funded, highly technical teams can stall when regulatory requirements, documentation, or manufacturing realities catch up with them. The result is often delays, rising costs, or products that never reach the market as intended.
The book frames this as a systems problem rather than a single-point failure. It looks across the full product realization process—product definition, development, supply chain, manufacturing, and scaling—and emphasizes the need for alignment across all of them. Instead of treating these stages as sequential handoffs, it makes the case for a more integrated, agile approach.
AI is a newer layer in that conversation. The book doesn’t position it as a silver bullet, but rather as a tool that can meaningfully improve parts of the process—documentation, code generation, analytics—while still falling short in more complex areas like hardware design itself. This more grounded perspective helps separate where AI is genuinely useful today from where expectations are outpacing reality.
Another useful contribution is its focus on practical patterns. The book outlines ten core practices that aim to reduce risk and improve the odds of successful product introduction. While each area could warrant its own deep dive, the value here is in seeing how they connect—and where breakdowns tend to occur when they’re treated in isolation.
This book is a practical guide to help teams overcome the critical hurdles of moving hardware products from concept to scale. It shares actionable insights that help teams avoid costly, hard-to-correct missteps unique to hardware development.
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