A very practical and well-structured guide to approaching AI projects from a business and engineering perspective. I especially liked the emphasis on defining the business problem first, validating data readiness, and treating security, governance, and observability as core parts of production AI—not afterthoughts. The PoC-to-production framework is also a valuable reminder that a successful AI demo is very different from a reliable, scalable business solution. Great insights for leaders navigating real-world AI adoption. 👏