The market is moving past license counts
AI access can create an “enablement illusion” when leaders mistake licenses and activity for workforce capability.
Gartner predicts that by 2027, half of enterprises without a comprehensive AI people strategy will lose top AI talent to competitors that prioritize workforce enablement. Its research points to tool experience, targeted support, psychological safety, and diverse real-world use as important parts of workforce AI performance.
- Activity is not workflow valueSeat and usage data cannot explain whether AI is improving real work—or why it is not.
- Personal tools can expose an approved-tool gapOutside-tool use may signal unmet workflow demand, poor fit, or unclear rules—not simply misconduct.
- Improvement needs a feedback loopTool, workflow, policy, and training changes should have an owner and a follow-up measure.