Dzone iconDzoneSep 25, 2026 ~1 min source read

Can Your Team Name the Work It Already Runs With AI?

You probably know your own AI shortcuts: the colleague who drafts the stakeholder update, the nightly job somebody set up before they left, the interview notes that go through a model on demand. However, I want to challenge you: that perceived knowledge can create false confidence, because it feels like knowing the team's way of working with AI, when it is still only a diffuse understanding of the practice.

Can Your Team Name the Work It Already Runs With AI?

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You probably know your own AI shortcuts: the colleague who drafts the stakeholder update, the nightly job somebody set up before they left, the interview notes that go through a model on demand.

However, I want to challenge you: that perceived knowledge can create false confidence, because it feels like knowing the team's way of working with AI, when it is still only a diffuse understanding of the...

Ask the team to combine those individual accounts into one list, and you may discover how little of the whole anyone can see.

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The useful part

You probably know your own AI shortcuts: the colleague who drafts the stakeholder update, the nightly job somebody set up before they left, the interview notes that go through a model on demand. However, I want to challenge you: that perceived knowledge can create false confidence, because it feels like knowing the team's way of working with AI, when it is still only a diffuse understanding of the practice. Ask the team to combine those individual accounts into one list, and you may discover how little of the whole anyone can see.

How it works

  • Inventory is the artifact for that list: one row per recurring task, refined into provisional task classes to prepare the team's next AI delegation decisions.

Details worth keeping

It is a production tool, not a substitute for thinking.

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