Beyond the Model

Enterprise AI rarely fails because the core technology isn't capable; it fails because complex companies are architected for stability, not probabilistic software. This tactical playbook details real-world failure states and structural breakthroughs from frontrunners like Porsche and Alaska Airlines. It provides a prescriptive wayfinding map for operators navigating fragmented data readiness, labor change management, and alternative innovation models.