ALWAYS-ON · HIGH CONFIDENCE

Review Complaint Cluster Watch

Group user-supplied public review text into deterministic complaint themes without inventing sentiment evidence.

BUILT FORMulti-location operators and customer-experience teamsOUTPUTRecurring complaint clustersREPORT PRICE$0.10

Get the Apify launch alert Inspect research basis ↗

PACK VOCABULARY

latedirtyruderefundbrokenwait

CURATED SOURCES

Customer source required. Add official pages, feeds, public APIs, product pages, policies, or changelogs that define your exact market.

TRY THE EVIDENCE MATCHER

Paste one public update.

This instant browser check uses the same pack vocabulary. The production Actor adds source fetching, RSS/JSON/HTML extraction, date detection, history, and scheduled runs.

Public announcement, alert, product text, or changelog excerpt

PRODUCTION INPUT

One saved monitor. Repeatable evidence.

The full Actor stores a separate fingerprint history for every monitor name and reports which public sources changed.

{
  "packId": "review-complaint-cluster-watch",
  "urls": [
    "https://your-public-source.example/updates"
  ],
  "includeDefaultSources": true,
  "extraKeywords": [
    "your brand or location"
  ],
  "historyKey": "my-monitor",
  "maxSignals": 50
}

RESEARCH BASIS

Repeated manual review work

This source supports why the workflow is timely. It does not guarantee future demand or replace legal, safety, financial, or operational review.

Open source ↗