AI review insights: turning themes into a checklist
Themes and sentiment save reading time; here is a fixed workflow—negative clusters first, then feature asks, then PDP and roadmap alignment.
Review AI pays off when recurring issues are ranked so ops and product argue from the same facts—not when you collect more tags.
After each run, ship three buckets: defects to fix, bullets to promote, copy to A/B.
INSYDOR keeps AI reviews beside the PDP on purpose; quotas keep runaway LLM cost in check.