Monitr ingests App Store reviews, Play Store reviews, Twitter mentions, Reddit threads, G2 & Trustpilot reviews, and Zendesk / Intercom tickets — classifies every signal with AI, and routes bugs and feature requests to your tools. Automatically.
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Three steps from signal to action.
App Store, Play Store, Twitter/X, Reddit, G2, Trustpilot, Zendesk, Intercom — every signal in one feed.
Claude AI instantly identifies bug reports, feature requests, PR crises, and positive feedback — with a confidence score.
Bug reports open a Trackr issue. Feature requests become votes on your Shpd board. PR crises ping Slack. Zero manual triage.
From review sites to support queues — Monitr covers it all.
Pull in recent reviews from the sites your buyers check. Classified and routed alongside App Store reviews.
Webhook-based ingestion turns support conversations into signals. Spot recurring bugs before they pile up.
Beyond posts — crawl comment threads on matching discussions to surface the opinions buried in the replies.
Detect coordinated 1-star spikes across sources within a 4-hour window and get notified before they trend.
Every new app version opens a monitoring window. See exactly how each release moved your rating.
Track competitor apps. Their 1-star complaints surface as feature ideas on your Shpd board — your roadmap writes itself.
HubSpot deals, Typeform responses, internal tools, custom scripts — push signals from anywhere with a single API call.
Monitr's ingest API accepts signals from any source — one JSON call is all it takes. Every signal gets classified by Claude AI and routed by your existing rules, regardless of where it came from.
curl -X POST https://getmonitr.app/api/v1/ingest \
-H "Authorization: Bearer mnt_live_..." \
-H "Content-Type: application/json" \
-d '{
"raw_text": "Exports are broken — I\'ve tried
three times and nothing downloads.",
"source": "HubSpot",
"author": "jane@acme.com",
"star_rating": 1,
"published_at": "2026-05-17T14:32:00Z"
}'
// Response
{ "ingested": 1, "duplicates": 0 }MRVL Technologies built Monitr for its own portfolio before opening it up. Every App Store review, Twitter mention, Reddit thread, and support ticket across 30+ live apps runs through it today. You get the same infrastructure — without the enterprise price tag.
// 14:32 — review bomb detected
alert: review_bomb
sources: App Store · G2 · Trustpilot
signals: 8 × 1-star in 4 hours
// 14:32 — Zendesk ticket ingested
source: Zendesk #4821
text: "GPS tab crashes on iPhone 16"
// Classified & routed
type: bug_report · severity: critical
→ Trackr: Issue #247 created
→ Slack: #eng-alerts notified
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