AI adoption isn’t the same as AI usage

Many engineering orgs are seeing an increase in AI seat activations and token spend, but this doesn't necessarily mean AI is being effectively used. This discrepancy highlights the importance of measuring AI usage, not just adoption. Engineers should focus on implementing AI solutions that drive real business value. To do this, they should prioritize measuring AI usage and outcomes.