Insights
AI adoption, workflow autonomy and the honest measurement of AI value.
Articles that separate AI activity from AI adoption, and explain how leaders can measure whether a workflow has genuinely changed.
Latest articles
- AI Usage Is Not the Same as AI Adoption , Logins, seats and prompt counts show whether people touched a tool. Adoption measures whether the workflow has changed.
- What Is AI Debt, and How Can Organisations Measure It? , AI debt is the accumulated AI spend, tooling and complexity that has not produced corresponding workflow change or operational value.
- From AI Assistance to Workflow Autonomy , The four levels of workflow ownership, and how to progress an AI-assisted workflow toward reliable end-to-end autonomy.
Upcoming topics
- How to Measure Enterprise AI ROI
- AI Adoption Metrics That Go Beyond Licences and Logins
- Why AI Pilots Fail to Become Operational Workflows
- AI Theatre: When Visible Activity Produces Little Value
- What Boards Should Ask About Enterprise AI Adoption
- How to Audit an AI-Enabled Workflow
- AI Maturity Versus Workflow Autonomy
- How to Identify Workflows Suitable for AI Automation
- Why Hours Saved Is an Incomplete AI Metric
- Measuring Output Quality as AI Autonomy Increases
Ready to measure what AI actually changed?
Take the Autonomy Index™ Assessment and receive an executive report covering workflow ownership, capacity released, AI debt and prioritised recommendations.