A retro action without an owner and a date is just a well-organised complaint

A lessons-learned session produces a good list roughly every time - what went well, what didn't, what to do differently. What it doesn't reliably produce is anyone actually doing the "differently" part, because a shared list with no name attached to any line quietly becomes everyone's responsibility, which means no one's.

When you ask an AI tool to turn raw retro notes into an actions list, tell it every line needs an owner and a date, and to flag - explicitly, not silently drop - any point it couldn't attach one to. "Communication was patchy near the end" is a lesson. "Owner: [NAME], by [DATE]: agree a weekly status update format and confirm who sends it" is an action. The model can turn the first into something close to the second, but only if you tell it that's the job - left to its own devices, it'll happily hand back a clean bulleted summary of the complaints instead.

The flagged-but-unassigned items are worth keeping, not deleting - they're usually the points nobody in the room actually owns, which is often the real finding from the retro, not a gap in the write-up.