The work,
published.
Research-backed writing on AI workforce transformation, corporate adoption, proficiency frameworks, and the Indiana AI ecosystem. Data before opinion. Practitioner perspective, not academic theory.
-
May 13, 2026
The 3% Problem: Why Your Company Adopted AI but Still Is Not Getting Results
New data from 443 million work hours shows only 3% of employees reach the AI productivity sweet spot. Here is what separates them from the 57% who do not.
AI Workforce -
May 12, 2026
AI Governance Maturity Model: 5 Stages, 7 Domains, 10-Minute Self-Assessment
The AI Governance Maturity Model places your organization on a 5-stage scale (Ungoverned to Strategic) across 7 domains. Self-score in 10 minutes. Per-stage advancement playbook with time and cost ranges.
AI Governance -
May 12, 2026
Data Classification for AI Tools: A 5-Tier Framework for CEOs
34.8% of corporate data entered into AI tools is sensitive. Shadow AI breaches add $670K to incident cost. The 5-tier data classification framework Indiana CEOs can run in 30 days.
AI Governance -
May 11, 2026
The Expert-Public AI Divide: What 39 Points Tell CEOs About Their Own Blind Spot
56% of AI experts expect positive long-term impact. 17% of the public agrees. The 39-point divide explains why professionals feel behind even when AI headlines say otherwise.
AI Readiness -
May 10, 2026
AI Incident Response: The 7-Step CEO Playbook for 2026
Documented AI incidents grew 55% in 2025 (Stanford HAI). Separate McKinsey survey data cited in related AI Index coverage shows self-rated excellent AI incident-response capability dropping from 28% to 18%. IBM 2024 measured average breach identification at 194 days. EU AI Act Article 73 gives providers of high-risk AI systems as little as 2 days on the most severe serious-incident reports. The CEO playbook for closing the inversion.
AI Governance -
May 10, 2026
AI Literacy and Training for Employees: The 2026 CEO Playbook
DataCamp's 2026 State of Data and AI Literacy report finds 82% of enterprise leaders say their organization offers some AI training, and 59% still report an AI skills gap. EU AI Act Article 4 became applicable February 2, 2025; national-authority enforcement begins August 2, 2026. Here is the structured CEO playbook that closes the shortfall.
AI Governance -
May 10, 2026
AI Transparency and Disclosure Requirements: a CEO's Guide for 2026
Two AI transparency regimes still point to August 2, 2026: California SB 942 and EU AI Act Article 50. Colorado's original SB 24-205 was paused and SB 26-189 has advanced as a replacement framework. The CEO disclosure picture in plain English.
AI Governance -
May 10, 2026
AI Vendor Management and Deployer Liability: a 2026 CEO Guide
The AI vendor file is becoming a legal control. Providers still carry major design duties, but deployers now carry direct operational obligations that cannot be outsourced by contract. CEO guide to vendor due diligence and deployer obligations.
AI Governance -
May 10, 2026
Human Oversight of AI Decisions: When Review Is Required and How to Design It
Stated trust and behavioral trust diverge in the direction that hurts. Build oversight to measure behavior under load. Three modes plus a 3x3 decision authority matrix for Indiana operators.
AI Governance -
May 10, 2026
Shadow AI Inventory: A 7-Step Discovery Operation
A seven-step discovery operation that surfaces every AI tool in use, classifies the risk, and locks the 90-day cadence. Built for the regulator question CEOs cannot yet answer.
AI Governance -
May 10, 2026
The 7 Domains of AI Governance: A Framework for CEOs
96% of organizations deploy AI. 26% have comprehensive governance. The 7 domains of AI governance map the operational discipline that closes the 70-point delta.
AI Governance -
May 10, 2026
The Divide Between What AI Can Do and What It Actually Does
Anthropic studied its own usage data and found AI can do 94% of computer tasks in theory but only 33% in practice. That divide reveals where your team's proficiency counts most.
AI Workforce -
May 9, 2026
The Boundary Call: What an Indiana State Agency Got Right About AI in 2026
Indiana SoS shipped Money Quest in four weeks for $50K with an explicit AI boundary. Production yes, financial guidance no.
AI Workforce -
May 8, 2026
What do you do when the business runs itself?
ServiceNow just shipped AI specialists across IT, HR, finance, legal, procurement, and security. The substrate question changes. So does the CEO question.
AI Workforce -
May 7, 2026
60% of Companies Plan AI Layoffs. The Data Says That Is the Wrong Play.
Writer's 2026 enterprise AI survey shows 60% of companies planning layoffs for AI non-adopters. The same data shows why that strategy is the wrong play and what works instead.
AI Workforce -
May 7, 2026
H.R. 8664: A Small Bill on SBA's Own AI. The Federal Package Behind It Is Bigger.
H.R. 8664 directs the SBA to publicly report its own AI use. It does not regulate Indiana small businesses. The federal package around it already moved through the House.
AI Policy -
May 5, 2026
The Coinbase Layoff Story Most Coverage Will Miss
The headcount cut got the headlines. The org redesign Brian Armstrong announced underneath is the story: max five layers, no pure managers, AI-native pods.
AI Workforce -
May 4, 2026
The 80% Shortfall: What Companies Should Learn From Higher Ed
80% of US universities tell staff to develop AI skills on their own. 13% measure ROI. The institutions producing your workforce are showing the same shortfall your company is.
AI Readiness -
May 4, 2026
Why 80% of Indiana CEOs Feel Behind on AI
Bryce Carpenter, COO of Conexus Indiana, on why 80% of Indiana CEOs feel behind on AI, what is actually happening inside manufacturing, and the measurement layer.
Indiana AI -
May 3, 2026
What a $30 Vinyl Record Tells Us About the Value of Humans in the AI Era
Five months ago I started buying records again. The behavioral economics behind paying $30 for what streams free is the same behavioral economics behind why companies should value their humans as AI accelerates.
AI Workforce -
May 2, 2026
Indiana AI Legislation 2026: A Practical Guide for Business Leaders
What Indiana AI laws actually exist in 2026, what is pending in the General Assembly, and how Governor Braun's IN AI initiative, federal action, and out-of-state laws affect Hoosier businesses.
Indiana AI -
May 1, 2026
AI Proficiency vs AI Literacy vs AI Fluency: The Difference
AI literacy is awareness. AI fluency is confidence. AI proficiency is performance. The distinction is load-bearing for workforce strategy.
AI Readiness -
May 1, 2026
How Much Does AI Training Cost a Leadership Team? 2026
AI training for leadership teams ranges $800 to $3,500 per person. Here's what each tier delivers, what to budget, and how the math actually works in 2026.
AI Readiness -
May 1, 2026
How to Measure AI Readiness in a Team: 2026 Guide
Step-by-step methodology for measuring team AI readiness using the 7 Levels framework. Pre-assessment, capability audit, post-assessment in 6 weeks.
AI Readiness -
May 1, 2026
Indiana's 2031 Manufacturing Plan Meets the AI Era
Conexus 2031 sets ambitious targets for Indiana's manufacturing future. The word that is missing from the plan tells you where the next 5 years have to go.
AI Workforce -
May 1, 2026
What Is an AI Capability Audit? Definition + Sample
An AI capability audit measures your team's AI readiness against a published framework. What it includes, who delivers it, and what changes after.
AI Readiness -
April 30, 2026
What Indiana's IN AI Initiative Means for CEOs Building AI-Ready Teams
Indiana named the goal: most AI-ready state in the nation. The measurement layer underneath is left to operators. Here is what an Indiana CEO does on Monday morning.
AI Workforce -
April 29, 2026
Why University Partnerships Will Not Close the AI Proficiency Gap
Faith Technologies just announced a $67.5M Hendricks County plant. Conexus Indiana's COO says the state's 9,700 manufacturers each run their own self-funded soft-skills program. The closure happens inside the company.
AI Workforce -
April 28, 2026
The 32-Point Gap Inside Your Own Leadership Team Is the AI Workforce Gap
Grant Thornton's 2026 survey: CIOs say workforce is 39% AI-ready. COOs at the same companies say 7%. The 32-point gap is the workforce gap.
AI Workforce -
April 27, 2026
You Cannot Hire Your Way Out of Indiana's AI Proficiency Gap
Indiana CEOs are treating the AI workforce gap as a hiring problem. The labor math says that path is closed. The only path that works is internal proficiency development.
AI Workforce -
April 24, 2026
Indiana Makes Things. Can It Make AI-Ready Workers Fast Enough?
Indiana's advanced manufacturing and logistics sector spans nearly 10,000 companies and more than 840,000 workers, with 178,000 new jobs projected by 2033 and roughly 85,000 likely unfilled. Can the state build AI-ready workers in time?
AI Workforce -
April 23, 2026
Indiana University Opens GenAI 101 to the World
Indiana's newest free AI literacy asset. What it covers, who benefits, and how it maps to the 7 Levels framework.
AI Training -
April 21, 2026
78% of Companies Cannot Defend Their AI in a Governance Audit
Grant Thornton's April 2026 survey of nearly 1,000 US business leaders found 78% lack confidence they could pass an AI governance audit within 90 days.
AI Governance -
April 16, 2026
Stanford AI Index 2026: Experience Is the New Moat
Stanford's 2026 AI Index shows developers 22-25 lost 20% of jobs since 2022. Developers 30+ at the same firms grew 6-12%. Experience is the moat.
AI Workforce -
April 14, 2026
Half of American Workers Now Use AI. The Other Half Are Betting Their Careers They Won't Have To.
Gallup: 50% of US employees now use AI at work. The other half refuse. Meanwhile, 29% actively sabotage their company's AI plans. Here is what the data shows.
AI Adoption -
April 9, 2026
The AI You Cannot Use Is Already Better Than the AI You Can
Anthropic built an AI that found security flaws hidden for 27 years. Then they decided not to release it. What the capability gap means for your AI strategy.
AI Readiness -
April 9, 2026
Your AI Has Moods You Cannot See. And They Shape What It Tells You.
Anthropic discovered 171 internal emotion patterns inside Claude that causally influence its behavior. What this means for anyone using AI for decisions.
AI Safety -
April 8, 2026
Why 82% of AI Training Programs Fail to Close the Skills Gap
DataCamp research shows 82% of companies train employees on AI, but 59% still report a skills gap. The problem is program design, not access.
AI Training -
April 7, 2026
The Two-Person, $1.8 Billion Company
Medvi hit $401 million in year one with two employees and consumer AI tools. What the Hims comparison, the 208x efficiency gap, and the FDA warning mean for your team.
AI Workforce -
April 2, 2026
Why Most Corporate AI Training Fails and What Actually Works
82% of companies offer AI training. 59% still have a skills gap. The problem is structure, not investment. Here is what actually works.
AI Adoption -
March 30, 2026
The 7 Levels of AI Proficiency: A Framework for Professionals and Organizations
Seven stages of AI capability. Each level has a military rank, professional title, EQ skill, and cognitive skill. Most professionals place themselves between Level 2 and Level 4 on their first honest self-assessment.
AI SkillsPillar
Want to know where
you stand?
The free 7 Levels assessment places you across seven stages of AI capability. Cognitive skill. EQ skill. Practical skill. Under ten minutes. Research-backed scoring.