One Name Goes In The Log. That's The Whole Difference.
McKinsey found AI governance scores jump from 1.8 to 2.6 simply by naming a single responsible owner. Why clear accountability changes everything.
McKinsey surveyed about 500 organizations on how mature their AI governance actually is. The average score came in at 2.3 out of 4, up from 2.0 last year. Real progress, if modest.
Then they split the sample one way:
- Organizations with a clearly named owner for responsible AI averaged 2.6.
- Organizations without one averaged 1.8.
Same tools. Same year. Same access to the same guardrails.
Frameworks vs. Accountable Owners
I can tell you what happens when a framework gets built before the owner does. The review board gets its charter. The policy gets its sign-off. Six months in, something breaks, and three different people are each pretty sure it wasn't their call to make.
A ship can carry a full bridge crew—navigator, engineer, first mate—all with real judgment and standing to speak up. Exactly one name goes in the log as the captain of record. Not because the others don't matter, but because when the watch goes wrong, someone has to have actually owned the call, not just been present for it.
Whose name is in the log for the AI running in your organization right now?