Review Pain-Point Miner

Mine product reviews from Amazon, Google Play, and Trustpilot to identify customer pain points. Extract common complaints, sentiment, and feature requests to improve products.

🎯 Why This Matters

Your customers are telling you exactly what's wrong with your product — in reviews. This Actor extracts those insights at scale, so you know exactly what to fix.

Questions this answers:

• ✅ What are the most common customer complaints about my product?
• ✅ Which pain point category (pricing, quality, support, shipping, features) is most critical?
• ✅ What specific phrases do customers use when describing problems?
• ✅ Is sentiment improving or declining over time?
• ✅ What features are customers requesting?
• ✅ How does my product compare to competitors on pain points?

✨ Features

Feature	Description
5 Pain Categories	Pricing, Quality, Support, Shipping, Features
Keyword Scoring	Fast regex-based pain point detection (no LLM costs)
Pain Score (0-100)	Composite score based on mention frequency and category breadth
Sentiment Analysis	Measures positive vs. negative language balance
Common Phrase Extraction	Identifies frequently repeated complaint phrases
Multi-Platform	Amazon, Google Play, Trustpilot

💰 Pricing Plan (Pay-Per-Event)

Event	Price
Per product/category analysis	$0.005
Competitor comparison (3 products)	$0.02
Monthly brand health monitoring	$0.01/run

🚀 Use Cases

• Product Managers: Prioritize feature fixes based on pain frequency
• Customer Experience Teams: Track NPS drivers through review analysis
• Competitive Intelligence: Compare pain scores across competitor products
• E-commerce Brands: Identify quality issues before they escalate

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Let your customers tell you what to build next.