AI Adoption Friction Suite
Original conceptual tool · Not psychometrically validated · v0.1
AI Adoption Friction Audit
Diagnose what is blocking one AI initiative from producing real organisational value.
A structured diagnostic for one named AI initiative, deployment, or human–AI workflow. Assess eight domains of adoption friction, separate severity from evidence confidence, identify the three highest-priority constraints, and generate focused next steps. This is a decision-support framework, not a validated psychometric instrument or a company-wide AI maturity score.

Step 1
Define one initiative
Audit one named deployment, use case, or human–AI workflow. “AI across the company” is too broad to diagnose.