Review Mining Loop
Weekly interval loop that pulls G2 and App Store reviews, clusters themes, and surfaces product and positioning insights.
by Trooper
/loop 1w Start the "Review Mining Loop" loop. Goal: review themes clustered with actionable insight brief delivered Max iterations: 8 Between iterations run: Verify new reviews since last cycle are clustered with source links Exit when: theme clusters and insight brief delivered with cited reviews Step 1 — Monitor: Pull new G2 and App Store reviews. Step 2 — Act: Cluster by theme with cited quotes. Step 3 — Surface: Deliver insight brief with recommended actions. Self-pace this loop. After each iteration, run the check command, read the output, and only continue if the exit condition is not met. Stop when the exit condition passes or max iterations is reached. Give a short status update each pass.
Paste the kickoff prompt into Cursor, Claude Code, or Codex. Deeplinks do not install hook files.
1. Monitor
Pull new G2, App Store, and Play Store reviews since the last cycle.
2. Act
Cluster reviews by theme — bugs, missing features, praise, pricing objections.
3. Surface
Deliver theme clusters with quotes, trend direction, and recommended product actions.
Guardrails
Rules the agent must follow so it cannot cheat the exit condition.
- Link every theme to specific review quotes and sources
- Do not paraphrase reviews in ways that change sentiment
- Flag critical negative themes for immediate product review
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