Run Project Retrospectives with AI
Beginner · Save 2 hours per retro
Overview
Turn raw retro input—what went well, what didn't, scattered team comments—into themed insights and concrete, owned action items that actually change how the next project runs. This workflow makes retrospectives produce change instead of just venting.
Best For
- Project managers
- Scrum masters
- Team leads
- Operations leaders
Problem
Retrospectives often generate a lot of comments and very little change. The raw input is messy and repetitive, themes are hard to spot in the moment, and the meeting ends without concrete, owned actions—so the same problems recur next project. Synthesizing it all into something actionable is real work that usually gets skipped.
Solution
AI clusters scattered retro input into themes, separates signal from one-off gripes, and helps convert insights into specific action items with owners. You facilitate the human conversation and make the calls on what to change; AI handles the synthesis that turns a wall of sticky notes into a short list of things the team will actually do differently.
Workflow Steps
- 1
Collect the raw retro input: went-well, didn't-go-well, and any open comments from the team.
- 2
Paste it into the prompt below and ask the AI to cluster it into themes.
- 3
Review the themes with the team—confirm which are real patterns versus one-offs.
- 4
Ask the AI to turn the top themes into specific, owned action items.
- 5
Assign each action an owner and a check-in point so it doesn't evaporate.
- 6
Carry the actions into the next project's kickoff so the retro actually closes the loop.
Recommended Tools
Example Prompt
Help me synthesize this project retrospective. Here is the raw input from the team: """ [PASTE WENT-WELL / DIDN'T-GO-WELL / COMMENTS] """ Do the following: 1. Cluster the input into themes, separating recurring patterns from one-off comments 2. For each major theme, summarize what the team is really saying in one or two lines 3. Propose 3-5 specific, actionable improvements for the next project, each phrased as something a person could own 4. Note where feedback conflicts or where you'd want more input before acting Keep it constructive and concrete—avoid vague advice like "communicate better."