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Procurement decisions don’t fail inside procurement. They fail when real-world conditions hit them. That’s what we assess.
What Gartner Knew in 1990 That the AI Industry Has Forgotten
March 12, 2026
Why implementation causality, not vendor capability, is the industry's current blind spot.
Posted in: Commentary
KPMG’s AI Prize Program Is Not an Innovation Strategy. It’s an Organizational Readiness Problem.
March 12, 2026
"Measuring AI utilization is important but doesn't tell you much about the quality of the work." — Rob Fisher, KPMG US Vice Chair of Advisory
Posted in: Commentary
When Three Posts Surface Overnight, the Archive Is Telling You Something
March 10, 2026
"The practitioners — the ones actually responsible for outcomes, not the ones writing reports about them — have been sold frameworks that failed them at a rate of 80% for two decades. With Hansen Models™, they are no longer alone."
Posted in: Commentary
Nine Months Later, the Iran War Shows Why Black Swans Rarely Arrive Without Signals
March 9, 2026
The best way to respond to the Iran war is not to expand your AI footprint, but the aperture of your procurement and supply chain lens.
Posted in: Commentary
Thirty Years of Evidence Says You Can’t Metric or Govern Your Way Out of a Readiness Problem
March 9, 2026
"The question isn't whether you build an AI factory. It's whether you run Phase 0 before you turn it on."
Posted in: Commentary
Is Data Governance Really About Data?
March 9, 2026
What is the difference between "clean" data and "blind" data?
Posted in: Commentary
When Five AI Models Analyze the Same Data Three Months Apart — and Reach the Same Conclusion
March 8, 2026
Five AI models. Three verification layers. Two graphs. Thirty years of data. One conclusion the industry has overlooked for multiple tech generations.
Posted in: Commentary
The Shadows on the Wall: Why the ProcureTech Failure Rate Has Survived Every Technology Era
March 7, 2026
Thirty years. Five technology eras. One statistic that never moved. The problem was never the technology.
Posted in: Commentary
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.
Posted in: Commentary
Procurement Insights 
When Boards Ask “Who Should We Trust?” — Here’s the Honest Answer
March 12, 2026
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Which organization scores highest when boards ask who can actually explain why AI initiatives keep failing?