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Research Note: Engagedly/Energage
Scorekeeper and Coach
4 hrs ago • John Sumser

August 2026

AI Governance 5: Aderit.ai Wrapup
My conversations with the Aderit.ai team didn’t give me rock solid better answers.
Aug 26 • John Sumser
Productivity and PowerPoint Dollars
Counting Money No One Can Spend
Aug 24 • John Sumser
AI Governance 4: Aderit.ai -> Data Quality
Aderit’s Real Opportunity Isn’t AI Hype. It’s HR Data Quality.
Aug 19 • John Sumser
AI Governance 3: Aderit.ai's Readiness Stack
Sorting the Cluster in the AI Clusterf***
Aug 14 • John Sumser
AI Governance 2: Aderit.ai Research Note
Making sense of the data
Aug 13 • John Sumser
Governance 1: Intro
AI Implementation Requires A Complex Structure of Governance and Risk Management
Aug 12 • John Sumser

July 2026

Resume Fraud Is Real.
The Numbers You're Reading Aren't
Jul 27 • John Sumser
Research Note: Vero AI
TL:DR: Vero AI reads unstructured evidence and checks it against compliance frameworks like ISO 27001.
Jul 27 • John Sumser
The Future's Not What It Used To Be
Why we're doing this deep dive into economics and demographics
Jul 23 • John Sumser
Workforce Atlases
A Trip Through the Pyramids
Jul 21 • John Sumser
Peak Workforce
The workforce started shrinking in November 2025. Here Is the Arithmetic, the Culprits, and What Happens to Everyone Who Has to Staff Something
Jul 13 • John Sumser
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