As agentic AI shifts from assistive features to real work, usage gets harder to predict and costs become variable. Pricing that looks clean in theory often breaks once it hits real selling, forecasting, and renewals. After a wave of experimentation in 2025—especially with consumption and outcomes—many teams reintroduced guardrails to restore execution discipline. This session covers what worked on the other side of that learning curve.