The Model, Extended

The AQ Gap

Capturing what you know is half of it. Changing how you operate is the other half — and it's the multiplier.

The original definition of AQ looks backward: how much of your institutional knowledge you've made executable. That matters enormously. But it says nothing about whether you've changed how you decide and operate to actually run on it. That forward move is where leaders separate.

The Core Idea

AQ has two components — and they multiply

AQ = Capture × Adapt
Capture

How much of your expertise, judgment, and workflows is executable. The backward-looking stock you've codified.

Adapt

How much your decision rights and structure have changed to run through it. The forward-looking operating model.

×, not +

Either one at zero collapses the score. The forward half isn't an add-on — it's a co-factor.

Capture high, Adapt zero is a museum: every playbook digitized, every decision still routed through the same approval chain. The agents recommend; no one is structurally empowered to act. Adapt high, Capture zero is reckless: you've handed agents authority without the captured judgment to do it safely. Multiply either by zero and you get zero — which is why Capture is the earned right to make the forward bet.

The Map

Where every organization sits

The AQ Gap: Capture times Adapt A 5 by 5 grid. Horizontal axis Capture, vertical axis Adapt. Cells where Capture runs ahead of Adapt are Trapped Value; where Adapt runs ahead are Reckless; the diagonal is aligned and the top-right is Compounding. The AQ Gap AQ = Capture × Adapt. Your gap is the distance from the diagonal. Reckless restructured past your judgment Trapped Value captured, but the structure can’t act Compounding the winners most enterprises now C1 Individual C2 Team C3 Connected C4 Operational C5 Living CAPTURE → how much expertise is executable A1 Preserving A2 Augmenting A3 Delegating A4 Restructuring A5 Self-redesign ADAPT → how much the operating model changed
Your position on the horizontal axis is Capture; your position on the vertical axis is Adapt. The distance from the diagonal is your AQ Gap. How to read it: Below the diagonal you're in Trapped Value — knowledge captured, structure unable to act on it (where most enterprises are today). Above it you're Reckless — restructured past the judgment you've captured. Up the diagonal you're Compounding: every gain in executable knowledge is met by a structure that can use it. That diagonal is where leaders separate.
The Two Ladders

Capture — how much expertise is executable

C1

Individual

People use AI personally; knowledge lives in heads.

C2

Team

Teams share prompts and workflows; some judgment is documented.

C3

Connected

Agents execute cross-functional processes end to end.

C4

Operational

Institutional knowledge is the operating playbook.

C5

Living

Knowledge captures and refreshes itself; expertise compounds instead of walking out the door.

Adapt — how much the operating model changed

This is the layer that measures decision architecture — who, or what, holds the authority to act.

A1

Preserving

Org runs exactly as before; AI slots into existing roles and approval chains.

A2

Augmenting

People use AI inside the current structure; decision rights unchanged.

A3

Delegating

Agents get bounded authority to act, not just recommend; some approval layers fall away.

A4

Restructuring

Teams and reporting reorganize around agentic workflows instead of legacy functions.

A5

Self-redesigning

The org continuously re-architects its own decision rights through reversible experiments.

What high Adapt looks like

  • Agents hold real authority — they act within guardrails, not route every call back to a human
  • Teams form around end-to-end workflows, not fixed functional silos
  • The operating model shifts through ongoing, reversible experiments — not one-time reorgs

What it is not

  • Buying more AI tools
  • Deploying more agents
  • A one-off reorg announcement
  • Moving faster on the same old decisions
The Signature Metric

The AQ Gap

AQ Gap = your Capture level − your Adapt level.

  • Positive gap — Trapped Value. You've made expertise executable but your structure can't act on it. Where most enterprises sit today, and where value goes to die.
  • Negative gap — Reckless. You've restructured past the judgment you've actually captured. The blow-up case.
  • Gap near zero, both climbing — Compounding. Capture and Adapt advance in step. This is the alpha diagonal — where leaders separate.

The goal isn't to max one axis. It's to close the gap while climbing both. It's the thing executives can feel but have had no language for: "We've captured everything and nothing moves faster." That feeling is a positive AQ Gap.

Where's the gap in your organization?

The AQ Gap is a new idea, still being pressure-tested. If it names something real for you — or if you think a rung is wrong — I'd like to hear it.

Tell me where it breaks