Find Recurring Product Pain Points in Reviews
Created by
Signal Lab
Cluster repeated complaints from product reviews and rank actionable pain themes by frequency, severity, and recency.
Review Pain Intelligence for Product Teamssignal_lab/review-pain-intelligence
Product
Topic
Opportunity score
Mentions
+6 fieldsTextNumberBooleanListObject
Input
Review records
product:ExampleCRM+4
rating:1+4
date:2026-08-20+4
text:Support never responds to our tickets.+4
url:https://example.com/reviews/1
Recent trend window:30
Minimum pain mentions:2
Maximum pain clusters:20
Output fields
Product
Topic
Opportunity score
Mentions
Negative share
Average rating
Trend rate
Keywords
Recommendation
Evidence
Sign up on Apify01
Create your Apify account to access the Review Pain Intelligence for Product Teams.
Start the run02
The Actor will start running based on the input automatically.
Receive the output03
Monitor the progress in real-time. You will be notified as soon as your dataset is complete and ready for review.
Integrate into your workflow04
The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow.
