Your AI can pass every benchmark and still fail the only question that matters.

tgroenwals shared this post · Sep 23

Michael Lee

Jul 20 · archived Jul 21

Your AI can pass every benchmark and still fail the only question that matters.

"Show me where this data came from."

Months in production.
A room full of smart people.
Nobody could answer.

The foundation was never built.
An auditor just happened to find it first.

The pattern inside regulated companies is predictable.

The board asks about the outer ring:
agents, high-risk decisions, regulated use cases.

The budget follows the board.
The failure lands in the inner ring:
source registry, lineage, ownership.

Where no one was watching.

I call this the AI Execution Gap.

The space between the layer you present and the layer that carries the weight.

Pilots can live in that gap. Platforms cannot.

The reflex is to buy the outer layer:
A policy.
A checklist.
A review board.

The fix is sequencing, not spending.

Read the rings from the inside out.
That is the direction they hold.

Build the registry and the dictionary before you ask the ethics committee to govern what no one can trace.

Responsible AI on an unowned dataset is a press release waiting to be corrected.
Governance that starts at the center scales.
Governance that starts at the edge collapses the first time someone asks a hard question.

Before your next AI risk review, run one test.
Point at your most advanced use case.

For the data underneath it:
Who owns it?
Where did it come from?
When was it last verified?

If no one can answer at Layer 1, the work you are proudest of at Layer 4 is sitting on air.

That is the part an auditor finds for you, if you do not find it first.

From Pilots to Platforms

Joshua Ng Outer circle are often the flashy demos, sales pitches which stays in a intro deck or good feeling presentation that motivates you for one day and gets forgotten the next.

Michael Lee Author Joshua Ng - A good demo can create momentum. It cannot create ownership, lineage, or operating discipline. Those have to exist after the room stops applauding.

Arunkumar Sunderraj The execution gap often starts even earlier. Many organizations don't just lack data lineage, they lack a shared definition of the business concepts they're trying to govern. If every team defines "customer" or "policy" differently, traceability quickly breaks down.

Michael Lee Author Arunkumar Sunderraj - Right. Lineage can tell you where the data came from, but not whether everyone means the same thing by “customer.” Governance breaks when the organization can trace the number but cannot agree on what the number represents.