How to measure AI adoption without relying on login rates
Connect access and usage to a change in the work that somebody can actually notice.
Measurement series
So, what actually changed?
You probably do not need another adoption slogan. You need a starting point, a few useful measures, and enough evidence to decide what to do next.
How to measure time saved by Microsoft 365 Copilot
Use real task samples and sensible estimates. Do not turn every saved minute into pretend money.
Where did the saved time go?
Choose whether time should reduce pressure, improve work, absorb demand, or remove real cost.
How to read an AI productivity claim
Check where the number came from, what was compared, who gained, and what the headline quietly left out.
A before-and-after plan for one AI-assisted workflow
A copyable plan for testing one task with a small team over four weeks.
Still thinking?
AI is getting smarter. What about us?