AI Adoption Measurement

Turn AI activity into measurable business ownership.

Most companies measure AI activity. Autonomy Index™ measures whether AI is actually changing how work gets done.

Prior enterprise and impact experience of the founder

The Earthshot PrizeWellcome Connecting ScienceUniversity of YorkCardiff UniversityMandai NatureCQUniversity Australia

The Autonomy Index™ story

You measured activity.
We measure transformation.

01 · What you know today

You've invested in AI.

But you still don't know what actually changed. Current dashboards measure logins, licences, prompts and usage. None of these explain business value.

02 · What we reveal

We measure workflow transformation.

The Autonomy Index™ is a 0 to 100 workflow-level diagnostic scoring four weighted pillars and eight dimensions, so you can see how much work AI can reliably own and where human scaffolding remains.

03 · What you can do next

Know exactly where AI creates value.

What changed. What didn't. Where capacity was unlocked. Where AI debt is growing. Where to invest next, with board-grade confidence.

Executive decision console

Autonomy Index score

72

Autonomy Maturity Band: Level 4, Operational Integration

AI Debt

Growing

Legacy workflows limiting ROI

Capacity Released

18%

Not yet redeployed

Workflow Ownership

40%

Ownership Stage 2, Repeatable AI-Assisted Tasks

See what leaders receive →

How an assessment runs

  1. 01

    Scope workflow

  2. 02

    Collect evidence

  3. 03

    Score eight dimensions

  4. 04

    Diagnose constraints

  5. 05

    Redesign

  6. 06

    Reassess

From score to improvement

Measure. Diagnose. Redesign. Improve.

01

Measure

Score the workflow as it stands today.

02

Diagnose

Surface AI debt and human dependency.

03

Redesign

Rebuild ownership and oversight.

04

Improve

Re-score and prove improvement.

High output qualityLow output qualityLow autonomyHigh autonomy
Trusted Autonomy

The objective is not maximum automation. It is trusted autonomy that releases capacity without scaling poor-quality work or operational risk.

  • Release operational capacity
  • Reduce unnecessary human handoffs
  • Create a board-ready view of AI value and risk

The framework in practice

An applied case study of a VC-backed B2B AI startup with genuine automation at the product layer, while its customer workflow still depended on human coordination, assurance and recovery.

View Applied Case Study 001
  • Autonomy Maturity Band: Level 2, Fragmented Pilots, with pockets of Level 3, Functional Adoption
  • Primary constraint: Workflow Integration
The Adoption Illusion by Christine Barnett. AI investment is only the beginning. The value comes from what happens next.

Forthcoming book

The Adoption Illusion, by Christine Barnett.

Join the waitlist for an early copy and new research on Adoption Engineering™.