AI assistants, with human rules attached
The newest workplace pilots are less about replacing staff and more about deciding who signs off.

The pilot team: the assistant drafts, the humans decide — in that order, every time.
The assistant writes the first draft of everything: rotas, reports, replies to complaints. The humans do something the vendors didn't put on the slides — they take responsibility, loudly, in writing, for every word that goes out.
That rule, invented by a council housing team in week one of their pilot, has since been copied by half the organisations we surveyed. The assistant proposes; a named human disposes. No anonymous output, ever.
The sign-off is the product
The result is less dramatic than the predictions and more useful than the demos. Drafting time fell by two-thirds; error rates stayed flat, because the sign-off step catches what the model invents. “It's a bicycle for the mind,” one manager said, “with the brakes still attached.”
What the pilots forbid
The rulebooks share red lines: no automated rejections, no performance assessments written by the model, no resident-facing decision without a human name on it. The organisations that wrote these rules report the highest staff satisfaction with the tools — constraint, it turns out, builds trust.
Key points
- Every AI output needs a named human sign-off
- Drafting time down two-thirds; error rates flat
- Automated rejections and assessments banned in pilots
The housing team's backlog, for the record, is gone — cleared in eleven weeks. The assistant got a thank-you in the team meeting. The humans got the credit, which is exactly how they designed it.
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