Failed AI pilots share the same warning signs months before the funeral. Here are three worth watching for in your own business.
Sign 1: The success criteria were never written down.
You’d be surprised how often AI pilots launch without a specific answer to “how will we know if this worked.” The pilot has vague goals — “improve efficiency,” “explore capabilities,” “position us for AI adoption” — and no baseline to measure against. Without written success criteria, the pilot cannot fail — because there’s no test it can fail. It also cannot succeed, for the same reason. It will run until people lose interest or budget runs out, and be remembered as “inconclusive.”
Fix: before the pilot starts, write down what “success” looks like as a specific number attached to a specific process. If nobody can produce that in a week, the pilot isn’t ready to launch.
Sign 2: The champion is only in one department.
Successful AI pilots have a champion in the department using the tool AND a sponsor at the executive level who cares about the outcome. When only the executive cares, the department using it treats it as extra work. When only the department cares, executive attention drifts and budget disappears at the first pressure point.
Watch for pilots where the CEO is excited but the operations team is unenthusiastic, or where an operations manager is passionate but the leadership team barely knows the pilot exists. Neither structure is stable. The pilot will die from the mismatched interest, and nobody will be able to explain exactly what killed it.
Fix: pilots need champions at two levels — the person doing the work daily, and the person answerable for the outcome. Name both explicitly before launch.
Sign 3: You see the vendor’s slides more often than the working system.
Six weeks into a pilot, you should be seeing outputs from the actual tool integrated into actual work — not more vendor case studies, not more roadmap decks, not more sales-adjacent people at every meeting. If the vendor is showing up more than the tool is showing up, the pilot has become an extended sales cycle, and it’s not going to convert to something you’d defend to your CFO.
Fix: at week four of a pilot, require the operations team to present what the tool has produced in the last two weeks. If the answer is “we’re still setting it up,” the pilot has already failed and the vendor is buying time.
None of these signs are subtle. They’re just uncomfortable to name, because naming them requires ending things. The businesses that catch these early and pivot save enormous amounts of budget and organizational fatigue. The ones that don’t spend a year finding out.