SaaSCompetitive AnalysisAIProduct Management

ReviewMiner Competitor Review Insights

Automatically scrape and analyze negative competitor reviews on G2, Reddit, and more to extract actionable product improvements.

Problem
SaaS founders and PMs manually sift through hundreds of competitor reviews on G2 and Reddit, struggling to identify the complaints that truly matter, while existing tools are prohibitively expensive.
Solution
Enter competitor names and platforms; the tool scrapes public reviews, uses AI to cluster negative feedback and feature gaps, and generates a prioritized report of improvement opportunities, exportable to Markdown or Notion.
Users
Indie developers, early-stage SaaS founders, and product managers in small teams needing quick competitive intelligence.
MVP
Manual input of competitor names and review source URLs; scrape public reviews (G2, Reddit, App Store); AI summary of top pain points and feature requests; shareable report page; monthly analysis limit.
Revenue
Free tier analyzes one competitor per month; subscription ($19-49/mo) for more competitors, historical comparisons, and exports.
Why now
Competitive intelligence demand is high but existing tools are pricey; LLMs drastically reduce cost of text clustering and summarization, enabling indie builders.

Source discussions · 3

  1. Reddit[r/SaaS] Tired of manually analyzing competitor reviews, & the tools are ridiculously expensive. Any middle ground?
  2. Reddit[r/SaaS] How our CS team used Claude, app reviews and Reddit to find the real reasons people churn
  3. Reddit[r/SaaS] Building an AI competitor research tool taught me that getting information is the easy part
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