When Does AI Become Quality Management vs. Micromanagement?

There's a line between measuring work and monitoring people. Most teams cross it by accident.

A pattern I’ve seen play out more than once: a team rolls out a helpful internal tool. Nothing dramatic — a simple way to track tasks inside a platform they already use. A manager sends a quick request, the recipient taps back a status — done, blocked, in progress. Clean, fast, genuinely useful. Everyone likes it.

Then a later update adds one small field. When you mark a task complete, a new box appears: how long did this take you? No explanation, no note about why. It just shows up one morning, quietly asking everyone to put a number on their minutes. And the whole feel of the tool changes.