Forced AI Adoption Leaves Firms With Costs And No Measurable Gains

The Common Question

What happens when companies push employees to use AI without clear ROI goals?

The Lesson in This Case

Adoption mandates without clear ROI benchmarks cost more than they save – companies that pushed AI usage metrics over outcome metrics are now absorbing tool costs, productivity drag, and employee frustration with little measurable return. The driver was a familiar mistake: confusing activity for value, where seat licenses and prompt counts substituted for evidence that the work actually improved. Senior leaders reviewing AI budgets right now should tie every renewal decision to a documented business result, not a utilization rate.

Originally reported by Financial Times Technology. Read the full story here.