Clemens Adolphs on the Role of Agility in Getting AI Investments Right
Clemens Adolphs on why AI investments fail when managed with project-mode thinking — and how agility principles change the AI delivery equation for enterprise organizations.
Clemens Adolphs on why AI investments fail when managed with project-mode thinking — and how agility principles change the AI delivery equation for enterprise organizations.

Why scattering AI initiatives without identifying bottlenecks wastes effort — and how a Theory of Constraints lens helps you aim GenAI at the right problems before you automate.

Adopting AI (or Agile, or OKRs) out of FOMO almost always turns into JOMO — the Joy of Missing Out. A five-question framework for connecting any initiative to your most expensive problems before you commit.

Cross-org initiatives are strategic bets, but traditional project management consistently fails them. What product-oriented initiative ownership looks like — and why it applies even to non-product transformations.
Internal tool adoption stalls for the same reason products fail: building without understanding the user. What IT and Ops leaders can borrow from product management to actually move the needle on adoption.

Every major tech wave has a cart-before-the-horse phase. What product-led AI looks like instead: starting with customer outcomes, embedding cross-functional ownership, and exploring problems before solutions.