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Welcome to the new era of Implementation Physics!
Browsing All posts tagged under »AI implementation failure«
In 2005 We Called It. In 2026 MIT, McKinsey, and Stanford HAI Confirmed It. Here Is the Original Record.
April 8, 2026
In 2005 we documented it on video. In 2026 MIT, McKinsey, and Stanford HAI confirmed it independently. The failure rate never moved. The missing diagnostic never changed. Here is the original record — and why it matters more today than the day it was delivered.
If You Keep Doing What You Have Always Done, You Will Always Get the Same Outcome. Seven Technology Eras Prove It.
April 8, 2026
It's time to stop hype cycles and start creating outcome cycles.
Why a Dollar Invested in Phase 0™ Outperforms a Dollar Invested Anywhere Else in Your AI Strategy
April 7, 2026
The Advisory Model Is Blockbuster. Hansen Models™ Is Netflix. Here Is the Data.
When Gartner’s Own Predictions Collide, It’s Not a Forecasting Problem — It’s a Readiness Problem.
April 7, 2026
"The right question is: under what conditions can procurement safely become autonomous?"
AI Doesn’t Break Broken Processes. It Perfects Them.
March 25, 2026
"Don't confuse governance with process integrity." — Jon Hansen, Hansen Models™
What Does Y2K Have in Common With DE&I? More Than You Think — And It Should Worry You About Your AI Initiative In 2026.
March 20, 2026
Every technology wave. Same failure. Different name. Your AI initiative is next.
What Mattel, North Carolina, and Virginia’s eVA Knew About AI Failure Before AI Existed
March 6, 2026
18 years later, Gartner names the AI failure pattern. The Procurement Insights archive documented it in 2008.
Digital Twins and the Torrent Trap: Why Modeling the Supply Chain Isn’t the Same as Governing It
January 27, 2026
Digital twins solve for modeling the world, but Phase 0 solves for governing decisions in that world — and confusing the two is exactly how transformation fails.
Why ProcureTech Demos Predict Sales, Not Success
January 26, 2026
It's time to turn down the demo invite — and start asking the real questions about ProcureTech AI
Procurement Insights 
The Difference Between Sounding Strategic and Being Strategic
April 12, 2026
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Why sounding strategic and being strategic are not the same thing — and why the difference has cost organizations more failed initiatives than any technology platform ever could.