AI Adoption
How to measure enterprise AI adoption
Logins and prompt counts show activity, not adoption. Real adoption appears when people repeatedly use AI in a defined workflow and the operating result changes.
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AI Adoption
How access becomes repeated use, how pilots reach production, and how business value is measured.
AI Adoption
How to measure AI value by workflow
Enterprise AI value becomes measurable when the unit of analysis is a workflow, not a model, vendor, or number of pilots.
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