Find The Business Problem Before The AI Agent
AI work pays off when it starts from a real business constraint, not a tool wishlist. Run a small test and check the problem is worth solving.
AI work pays off when it starts from a real business constraint, not a tool wishlist. Run a small test and check the problem is worth solving.
Most AI efforts start with tools and demos. Better to use product discovery to aim AI at a real business constraint and test the riskiest assumption first.
Your scaling mechanisms were a choice: coordination overhead that was worth it at the time. AI has not changed the physics of coordination. But it is like going to a planet with different gravity, so you need to adjust how you walk.
Most AI efforts are still stuck in personal productivity. Zoetis CTO Kumar Venugopal on what it takes for AI to change the process itself.
A conversation with Dave West at Scrum.org about the 95% AI failure rate and why organizations need a different management operating system for AI work.
95% of AI projects fail: not because the models are wrong, but because organizations run high-uncertainty AI work in project mode.