A Working Pilot Is Not a Production Decision

SF Scott Farrell September 13, 2026 scott@leverageai.com.au LinkedIn

Your pilot worked. That proves almost nothing about production.

Here's the move I keep watching leadership teams make.

An AI agent gets built. It connects to the CRM, reads the records, drafts the response, updates the ticket. It works. Everyone in the room sees it work. Someone says "let's scale it."

And the sign-off treats that demo as evidence of things it never tested.

The pilot proved the agent can perform an action. It didn't prove the agent had authority to perform that particular action, for that customer, at that value, on that day. Those are different questions answered by different machinery — and only one of them was on screen.

Three things get quietly collapsed into one:

Can our systems be read and acted on by AI at all? That's an application question.

Can we constrain what an agent does when it goes wrong — scoped permissions, contained blast radius? That's an architecture and security question.

Can an unauthorised action be structurally prevented from executing, not just logged afterwards? That's a governance and risk question.

A policy describing permitted behaviour is not an execution control. A log showing what happened is not proof that authority was checked before it happened. Most organisations have the documents and mistake them for the machinery.

The uncomfortable part: a green pilot result and a legitimate production blocker can both be true at the same time. Your team's technical work is real. Your conclusion about what it proved is wrong.

So the better question after a successful pilot isn't "does it work." It's "which production requirement is still unproven, and who owns it?"

In a mid-market business that doesn't mean four new hires or a new department. It means someone is explicitly accountable for containment, someone is explicitly accountable for authority, and the delivery team implements what they decide instead of inventing it in a sprint.

Ambiguity there is how a working pilot becomes an expensive one that never ships.

Originally posted on LinkedIn


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