Give AI a job description

A useful AI pilot begins with a defined task, suitable data, clear boundaries, human review, an accountable owner and a measurable result.

Loop and Tangle define a bounded AI task and a human exception route

A model is not a role

Selecting a model says little about the work it should perform. Define its input, expected output, acceptable uncertainty and accountable owner.

Give AI one bounded responsibility

Describe what starts the task, which information AI may use, what decision it supports and when a human must intervene.

Triage without silent decision-making

Context

A support team wanted AI to reduce time spent reading and routing requests.

Decision

AI could classify and summarise, while priorities and customer commitments remained human decisions.

Action

The pilot logged confidence, routed uncertain cases to a named queue and compared outcomes with a human baseline.

Takeaway

A narrow role made the pilot safer to test and easier to improve.

Let’s talk about the process that needs to change.

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