App Review Pain Miner - AI Product Intelligence from Reviews
Pricing
$29.00/month + usage
Turn thousands of app reviews into actionable product intelligence. NLP-powered clustering of complaints, 7-factor opportunity scoring, prioritized roadmap, and sales outreach brief. Zero API keys needed.
Controls review cap and clustering thresholds.
Optional BYOK provider used only for narrative polishing.
Environment variable name containing the API key.
If provider setup or API calls fail, still return heuristic outputs.
YYYY-MM-DD. Defaults to today (UTC). Set for deterministic backfills/tests.
Hard cap after ingestion and dedupe.
Clusters smaller than this go to long tail.
Greedy clustering threshold.
Local output directory for JSON artifacts.
Include normalized reviews in result.json (larger output).
Inline review records. If not provided, the actor will return an error explaining that review data is required.
[ { "id": "demo-001", "text": "The app keeps crashing when I try to sync my data. Very frustrating!", "rating": 1, "title": "Sync crashes", "source": "demo" }, { "id": "demo-002", "text": "Login doesn't work after the latest update. Can't access my account.", "rating": 2, "title": "Login broken", "source": "demo" }]