Question 1

What is Review2Idea?

Accepted Answer

Review2Idea is an AI-powered tool that analyzes negative app reviews from the App Store and Google Play. It identifies user pain points, discovers product opportunities, and generates actionable reports — helping indie hackers and product builders find their next winning idea.

Question 2

How does Review2Idea analyze reviews?

Accepted Answer

Simply paste an App Store or Google Play URL. Our system scrapes 1-3 star reviews, filters out noise (spam, too short, irrelevant), clusters pain points using AI embeddings, and generates a structured report with product opportunities and a PRD document.

Question 3

Which app stores are supported?

Accepted Answer

Review2Idea supports both the Apple App Store and Google Play Store. You can analyze apps from any region and in multiple languages including English, Chinese, and Japanese.

Question 4

How many reviews does it analyze?

Accepted Answer

You can choose to analyze 200, 300, or 500 reviews per analysis. The system collects the most recent negative reviews (1-3 stars) and filters them for quality before clustering.

Question 5

What's included in the analysis report?

Accepted Answer

Each report includes: clustered pain points with severity scores, product opportunities with feasibility and market size assessments, a full written report, a Product Requirements Document (PRD) with MoSCoW prioritization, and ready-to-post social media marketing drafts.

Question 6

Is Review2Idea free?

Accepted Answer

During our early access period, Review2Idea is completely free with 50 credits (approximately 2-5 analyses). No credit card required. Paid plans with more features will be available soon.

Question 7

How accurate is the AI analysis?

Accepted Answer

Our AI uses multi-step filtering and embedding-based clustering to ensure high-quality results. It filters out noise, spam, and irrelevant reviews before clustering, so only meaningful pain points are surfaced. The system has been validated against manual analysis across dozens of popular apps.

Question 8

Can I export the results?

Accepted Answer

Yes! You can export the analysis report and PRD as Word documents, and export the raw review data as CSV files. All exports are available directly from the analysis detail page.

Frequently Asked Questions