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Truth Is Believing. Accuracy Is Knowing.
What Would Happen If Spreadsheets and Workarounds Suddenly Disappeared From Your Organization?
May 19, 2026
What is your substrate carrying, and what would happen if it disappeared?
Posted in: Commentary
The Same Answer for Thirty-Five Years: AI Literacy, Change Management, and the Substrate Question Gartner Is Not Asking
May 19, 2026
It is largely at the substrate alignment level that an initiative's success in any technology era is determined. Is more training and change management the answer?
Posted in: Commentary
The Architecture of Proprietary Methodology at Hansen Models™
May 19, 2026
The structural arguments are the work, and the work is public. The operational components produce the measurements, and the measurements are proprietary.
Posted in: Commentary
Operationalizing AGR Compliance: When Diagnosis Meets Measurement Under the August 2026 Deadline
May 18, 2026
The AGR Index™ methodology does not assume clean environments; it implicitly assumes substrate inconsistency already exists.
Posted in: Commentary
Orchestration Does Not Solve Substrate Inconsistency
May 17, 2026
Why Orchestration Improves Interaction Without Improving Execution and Outcomes.
Posted in: Commentary
The Kearney $46 Million Gap — and the Structural Question Their Excellence Model Cannot Answer
May 16, 2026
The Kearney Report: When accuracy becomes false confidence.
Posted in: Commentary
The Nico Bac and Jason Busch Debate — and the Structural Question Both Left Unanswered
May 15, 2026
Where does your organization's "operational truth" live?
Posted in: Commentary
What Three Years of Documented Continuity Reveals About AI Readiness — And Why the Market Is Now Confronting What Was Already Visible in 2023
May 14, 2026
Regarding AI initiative failures: AI did not create the operating tensions that GEP's and others' 2026 posts engage with. AI accelerated the consequences of leaving them unaddressed.
Posted in: Commentary
What the Tealbook–Supplier.io Merger Surfaces About Supplier Data Validation — And What Has The Combined Platform Figured Out That The Public Positioning Has Not Yet Surfaced?
May 13, 2026
"As more CIOs begin to recognize the impact of the shadowy waves, are procurement professionals and providers ready to join the conversation?"
Posted in: Commentary
Procurement Insights 
What Does the AI Era Do to the Outsourcing Gap?
May 21, 2026
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Why the Accenture news matters well beyond the the company and consulting industry.