What's holding AI back isn't the technology
“Why do my AI projects stall, when the tools are right there?”
The observation
This is the conclusion of a survey of nearly 1,000 executives by Grant Thornton: 46% of them say AI underperforms — and they don't blame the technology, but controls and compliance that haven't kept up. 78% are not certain they could pass an AI governance audit in 90 days. In other words: they cannot demonstrate what their AI does, or who is accountable for it. PwC measures the same effect from the other end: the highest-performing companies automate 2.8 times more decisions — while having more governance, not less.
of executives cite failing controls · would not pass an audit
Grant Thornton, survey of nearly 1,000 executives (2026). And only 22% have a genuinely deployed AI strategy.
How we handle this topic
A named owner, not a department
For every agent in production: an identified person, a scope, indicators. Without an owner, an agent drifts without anyone noticing — which is exactly what 78% of executives fear they couldn't justify.
An exploitable record of every decision
What the agent read, what it produced, what was validated and by whom. If there's a dispute, an audit or an inspection, you can trace the full chain — instead of reconstructing it from memory.
Written rules, short and known
Which data never leaves, which tools are allowed, from what point a human takes back control. A three-page framework that is applied beats a thirty-page document that is ignored.
Automating more doesn't mean controlling less
This is PwC's counterintuitive finding: the best performers make more decisions without human intervention AND have more control mechanisms in place. Governance isn't a brake on automation — it's what makes it sustainable.
What it changes for you
- You can demonstrate what your AI does, and who is accountable for it
- You pass an inspection or an audit without reconstructing the history
- Automation goes further, because it is framed
- The issue is handled before the incident, not after
The limit, stated plainly: Governance only has value if leadership carries it: a technical framework with no management decision behind it stays a document. And it has a cost — time, organization. We install it proportionately: a first agent with a simple framework, which we extend as the scope grows.
Is your situation specific?
This topic is handled case by case. The assessment frames it around your numbers, not in the abstract.