A formula GE proved on hundreds of corporate change initiatives, ported into the agentic era.
In the 1990s, GE ran research on hundreds of corporate change initiatives and asked one question: what separated the winners from the failures?
The technical solution. Models, tools, integrations, training. The thing your AI vendor sold you on a credit card.
Manager buy‑in, incentive realignment, behavioral contracts, cultural lift. The thing you cannot buy. The thing we install.
What actually moves on the P&L. Not added. Multiplied. A Q of 5 with an A of 1 gives you 5. A Q of 5 with an A of 6 gives you thirty.
The answer was a formula: E = Q × A. Effective execution equals Quality of the technical solution multiplied by Acceptance from the people who have to live with it. Not added. Multiplied.
You cannot compensate for missing A by adding more Q. A Q of 5 with an A of 1 produces an E of 5. A Q of 5 with an A of 6 produces an E of 30.
Sources · GE Change Acceleration Process research, 1990–2004.
of GE's successful change initiatives had strong Q. So did 98% of the failures. The difference was always A.
These are not failures of technology. They are failures of acceptance.
Their own employees say it. Not analysts. Not competitors. The people inside the building who watch the money move.
Half the money spent on AI tools produced outcomes the buyers themselves describe as disappointing.
Not enhancing. Not disrupting. Tearing apart. The technology arrived. The acceptance didn't.
Source · Writer + Workplace Intelligence, AI Adoption in the Enterprise, 2026 (n = 2,400).
AJ Maxwell spent 25 years inside GE and Lockheed Martin running CAP‑grounded change at scale. Voice of the Employee at Lockheed: 87% reduction in turnover across 125,000 employees. IMPACT!: one‑day bureaucracy‑elimination sprints with 90‑day implementation.
Expose the friction. Price it. Make it undeniable. The CEO Personal Contract, Agentic Readiness Score, and IMPACT stakeholder baseline establish the starting line.
Engineer the agentic layer. Define what winning looks like in language a first‑line manager can repeat. Start building buy‑in before deployment.
Install operating leverage. Convert managers from coordinators to strategic stewards. Rewire incentives, processes, and decision rights.
Make it irreversible. Hand off the ten‑agent Alignment Engine with named owners. Wire EAI as a permanent KPI.
These are the artifacts that install A. Each one creates an observable, measurable behavioral shift, not a slide deck.
Week 1. Co‑signed by the CEO and AJ. Three commitments from each side. Skin in the game before a single agent is deployed.
Six statements across six IMPACT dimensions, measured every week. A heat map that shows resistance before it becomes a crisis.
Three concentric rings from mission down to observable daily behaviors. If you can't see it on a video camera, it isn't clear enough.
Every resistance signal catalogued as Technical, Political, or Cultural. Named. Priced. Routed to the person who can resolve it.
Week 12. Ten‑agent Alignment Engine transferred with named owners. The OS keeps running after Align‑ify leaves the building.
Your Agentic Readiness Score shows you how much of your organization's work is currently human‑coordinated vs. agent‑owned.
Get MY readiness score → — or, talk to AJ directly →