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Truth Is Believing. Accuracy Is Knowing.
Browsing All posts tagged under »AI Governance«
When AI Errors Become Design Outputs: Why Pre-Incident Validation Is the Architecture That Matters Now
April 24, 2026
This is not the end of the black box. It is the end of the black box as an excuse.
1998 & 2008: Success. 2011 & 2026: The 92% Problem. What Went Wrong?
April 2, 2026
In 1998 and 2008, we asked the right question and got the right result. In 2011 and 2026, nobody asked it — and 92% of CIOs and CFOs are paying the price of uncertainty. The answer has been in the archive for 28 years.
What AI Governance Needs Is More SMOP
April 1, 2026
A Cisco EVP had a phrase he returned to again and again during Cisco's transformation years. His name was Rick Justice. His phrase was SMOP. It has never been more relevant than it is today.
Governance Doesn’t Create Outcomes. It Never Has. Here’s What Does.
March 31, 2026
"No other organization in the procurement and AI advisory space can provide what the Procurement Insights archive and Hansen Models™ deliver: 43 years of documented, independent, zero-vendor-sponsored evidence across every technology era. This is not commentary. This is the record."
Gartner Got the Sovereignty Question Half Right
February 26, 2026
Why infrastructure sovereignty alone can produce false confidence.
How AI Transparency And Governance Works In The Real World: A RAM 2025™ Multimodel Case Study
February 11, 2026
This is what AI transparency looks like when it's operational, not theoretical.
How Many of Yesterday’s Procurement Professionals Are Today’s Leaders — How Many Will Lead in the AI Era?
February 11, 2026
"I would definitely go to another of Jon's seminars." The current CTO of McDonald's Canada who attended my procurement training in 2008.
We Ran a Multimodel AI Assessment on the Organizations Behind Supply Chain Digital’s Top 100 Leaders — Here’s What Their Public Narratives Reveal About AI Governance Readiness
February 9, 2026
When it comes to readiness and AI governance, who leads the leaders?
31 CPO Appointments in 30 Days: Leadership Change or Tech Hype Cycle Reset?
January 29, 2026
31 CPO appointments in 30 days. Investment in procurement — or the accountability phase of yet another technology cycle? The technology changes. The cycle doesn't.
Procurement Insights 
The Black Box Is Not the Problem. The Orchestration Black Box Is.
April 26, 2026
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The model black box is unsolved. The orchestration black box is a design choice. Soon, courts will no longer accept the second.