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AI Governance · 6 min read

Agentic AI crossed from deployment risk to production liability.

In three weeks a dozen unrelated groups said the same thing about AI agents. It matters whether you build the controls or depend on them.

June was a strange month. Gartner, OWASP, MIT Sloan and a stack of vendor frameworks all published within a few weeks of each other, and they landed on the same finding. Companies have been rolling out AI agents the way they roll out software, and it is not holding. Agents are getting pulled back out of production at high rates.

When that many people reach the same conclusion that quickly, the language for a new category comes up for grabs, and both the makers and the users of these systems have a stake in how it gets named.

What changed.

An agent makes its own call, and it can take an action you cannot take back before anyone has looked. That single property rewrites the question. It moves from what the system can do to what happens on the day it gets something wrong. A system that acts faster than a person can review it cannot be governed by asking it to attest that it is fine.

If you are deploying agents.

The risk lives in production, not in the demo. Before you put one into a real workflow, ask what it can touch, what it can do without a human, and how you would undo the worst thing it could do in an afternoon. Treat those answers as requirements, and expect any vendor to meet them.

If you build the controls.

Most teams have no budget line for something called deployment risk. They do have one for production liability. Name the failure out loud: the agent that wired the money, deleted the record, emailed the wrong customer. Then offer the control that stops it, built as infrastructure, because the market has already decided a governance PDF does nothing on its own.

A system that acts faster than anyone can review it cannot govern itself with a signature.

The window is short, maybe a couple of quarters, before analysts settle their terms and the loudest vendors plant flags. Buyers who ask the sharp questions now, and builders who answer them plainly, shape the category together while it is still forming.

Paula Fontana
Written byPaula Fontana
Founder & CEO, eudai

Paula has spent two decades leading marketing for security, risk, and resilience companies — three times as CMO — taking technical platforms through category creation, repositioning, and growth. She advises founders and sits on boards in the space, is Gartner-published on go-to-market, and has been featured in The Wall Street Journal.

  • 3× CMO
  • Board director
  • Gartner-published
  • WSJ-featured
  • Elite 18 CMO
  • Fearless 50

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