Nearly Half of AI Projects Won’t Survive 2027. If Yours Is Inside Your Strategic Plan, It Stands a Much Better Chance
Gartner projects that over 40 percent of agentic AI projects will be canceled by the end of 2027. That’s a projection, not a count of what’s already failed, but the reasons behind it are worth looking at now, while there’s still time to change the outcome. Gartner names three: escalating costs, unclear business value, inadequate risk controls. None of them mention the algorithm. Strip away the AI label and this is an old problem: an initiative nobody owned, eating up people’s time until someone finally asked what it delivered.
The accountability gap has a number now
McKinsey’s 2026 AI Trust Maturity Survey, roughly 500 organizations, put a figure on the accountability gap. Organizations with a clearly accountable function for AI governance overall, a named role, an ethics team, an internal audit team, score 2.6 on McKinsey’s maturity scale. Organizations without one score 1.8. Nearly a full point apart.
McKinsey’s number is about the organization as a whole, not any single initiative. But the same logic almost certainly applies one level down. If nobody’s accountable for how AI gets governed across the business, it’s a stretch to believe every individual AI initiative inside it has a named owner either.
This isn’t really about AI. It’s the oldest strategy execution problem there is: nothing gets done well without somebody accountable for it.
Give it a boss
No strategic initiative survives long without a named owner, a defined measure of success, its risk out in the open, and a visible place in the strategic plan leadership can actually see. Take any one of those away and it stalls, whatever the initiative is. AI isn’t exempt. It’s just new enough that a lot of organizations have let it run outside that rule, on its own track, with its own committee, its own reporting, disconnected from the plan everything else answers to.
The fix isn’t a better AI strategy. It’s refusing to let AI be the one part of your business that gets to run without an owner.
What this looks like in your own portfolio
If your organization’s AI initiatives sit in a separate governance lane from the rest of your strategic plan, that’s a structural gap, not something to route around. Portfolio visibility across every strategic initiative, including AI, is what lets you answer “which of these delivered, which failed, and why,” instead of settling for “we’re investing in AI.”
The organizations that stay out of Gartner’s forecast won’t be the ones with the best model. Their strategic plan will already account for every AI initiative running inside the business, no separate track, no exceptions. The ones heading toward cancellation don’t have that. For the research behind these numbers, McKinsey’s full 2026 State of AI Trust findings are worth the read.
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