Field Note · AI and Enterprise Control

The Pilot Worked. The Enterprise Didn't.

A pilot proves a technology can perform a task. Production proves the organisation can operate the capability repeatedly, safely and economically.

Devendra KumarOctober 20261 min read

The pilot worked.

The model performed.

The demonstration was convincing.

The business case looked promising.

Then production stalled.

The problem was rarely the model.

The pilot had answered:

Can the technology work?

Production needed answers about:

Ownership

Data

Workflow

Exceptions

Measurement

Change control

Response when the system is wrong

Operating cost

During the pilot, one team often carries these responsibilities informally.

Production needs an operating model.

Someone needs to own the business outcome.

Someone needs to operate the capability.

Someone needs to manage the data.

Someone needs to handle exceptions.

Someone needs to decide when the system needs to change or stop.

A pilot proves a technology can perform a task.

Production proves the organisation can operate the capability repeatedly, safely and economically.

The question I would ask before approving production is simple:

If this works, who will operate it when the pilot team leaves?

If the answer is unclear, the enterprise is funding a demonstration, not building an operating capability.

TopicsAIOperating ModelGovernance

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