AI adoption fails not for lack of model capability, but for lack of scenario boundaries. AI Scenario Engineering is the first definitive handbook to answer the enterprise's core question: Can AI succeed here—under our cost, determinism, and risk constraints? Presenting five core frameworks to bridge the gap between AI capability and commercial deployment, this book proves a vital truth: the more probabilistic technology becomes, the more deterministic engineering matters.