01
AI value came with a real cost
Each AI run costs money. Customers asked for credit controls. Governance became a product requirement, not an afterthought.
02
Buyers wanted oversight more than coverage
Enterprise buyers chose breadth of review gates over breadth of AI features. Humans keeping authority was the purchase decision, not a concession.