Executive Summary
Who this is for: Innovation leads, platform directors, and finance partners stuck in pilot sprawl who need defensible gates—not another demo.
Most enterprises are not failing to start AI programs—they are failing to scale them. McKinsey’s 2025 global AI survey finds 88% of organizations use AI in at least one business function, yet at the enterprise level 32% are still experimenting, 30% are piloting, and only 31% have begun scaling—with 7% reporting AI fully deployed and integrated [1]. That 62% pre-scale cohort is the pilot graveyard in survey data, not anecdote.
The agent layer repeats the pattern. 62% of respondents say their organizations are at least experimenting with AI agents; 23% report scaling an agentic system somewhere in the enterprise—but in any single business function, no more than 10% say agents have moved beyond piloting [1]. Production lanes need gates—owner, workflow ID, unit economics, eval, rollback, retirement—not more demos.