About the Framework & Author

Where this framework comes from, and how to get the most out of it

Why this framework exists

Enterprise AI transformations fail in six predictable ways — and this framework was built to give each one a specific, practical answer. It is written from practice, not theory: the anti-patterns and watch-outs you'll find throughout the site come from real deployments, where they were learned the hard way.

Version 2.0 distills that hands-on experience of building and governing enterprise AI and agentic systems into a single, connected map — from strategy and value engineering down to agent architecture, platform, and governance.

How to use this site

  1. Start with the Assessment to see where your organization stands across the framework's dimensions.
  2. Find your stage on the Roadmap to understand what comes next and in what order.
  3. Go deep in the core that matters most to you right now — strategy, agentic, generative, platform, or enablement.
  4. The Worked Example shows everything connected end to end on a single scenario.