What Is Adaptive Adoption?¶
Three disciplines. Twenty pillars. A framework built for the permanent capability shift that AI represents.
Adaptive Adoption is an organizational change framework designed for enterprise AI adoption. It replaces the assumption that technology adoption has a beginning, middle, and end — with an architecture for continuous adaptation.
The Three Disciplines¶
| Discipline | Metaphor | Function | Pillars |
|---|---|---|---|
| Change Agility | The Flywheel | What the organization does — operational capability | 7 pillars |
| Leadership Delta | The Torque | What leaders do differently — the measurable gap | 7 dimensions |
| Behavioral Governance | The Guardrails | How the organization governs AI use — enacted, not written | 6 dimensions |
The Seven Pillars of Change Agility¶
- Master the Craft — Build capability through doing, not curriculum
- Embrace Complexity — You cannot plan your way through emergence, but you can design for it
- Consciously Manage Trust — Trust is the change-resistance antivenom
- Put People First™ — Start with augmentation; efficiency follows faster than if you start with efficiency
- Design and Prototype — Every initiative is a prototype until evidence says otherwise
- Prioritize Behavior — Change the environment, change the behavior; the mindset catches up
- Manage Ethics Always — Ethics is not compliance and it isn't moralizing — it's phronesis
Each pillar is operationalized as a matrix of Tools, Processes, Behaviors, and Change Skills.
The Seven Dimensions of Leadership Delta¶
Assessed at three levels: Lead Self → Lead Others → Lead System
- Strategic Imagination — Replacing fixed "future state" vision with adaptive, directional narrative
- Active Modeling — An AI sponsor who doesn't use AI is a contradiction
- Creative Cultivation — Creating the conditions for experimentation and learning
- Friction Courage — Removing structural obstacles rather than just "supporting" change
- Trust Calibration — Modeling both appropriate trust and appropriate skepticism
- Ethical Stewardship — Practicing moral reasoning about AI, not delegating it to compliance
- Systems Orchestration — Seeing and acting on the whole system, not just the parts
The Six Dimensions of Behavioral Governance¶
Each dimension assessed via three layers: Self-Report → Evidence → Behavioral Observation
- Decision Rights — Who decides what, with what authority, under what constraints
- Agent Authority — How autonomous AI agents are authorized, bounded, and supervised
- Risk Intelligence — Dynamic risk sensing, not static risk registers
- Governance Intelligence — Board-level readout on AI governance maturity
- 1st-Derivative Talent — The rate of capability change, not the snapshot
- Strategic Coherence — Alignment between AI strategy, business strategy, and governance
Where to Start¶
If you're an executive: Start with Change Agility — the operational flywheel for AI adoption.
If you're a practitioner: Start with the Conditions Audit — stress-test your current approach.
If you're a researcher or skeptic: Start with Why Change Must Change — the supporting argument and intellectual lineage.
See also: Why Adaptive Adoption Matters · How This Repo Works · Visuals and Presentations