App Review Opportunity Radar

Turn competitor App Store reviews into evidence-backed product opportunities.

What it does

• Analyzes 1–3 star app reviews and groups repeated user problems
• Separates addressable product gaps from support issues and platform constraints
• Ranks opportunities by evidence frequency, severity, switching intent, payment signals, recency, and addressability
• Produces a focused MVP boundary, a do-not-build list, and a measurable demand test
• Generates a shareable HTML opportunity report

What you provide

Provide one or more iOS App Store links or app IDs.

If Apple’s public review feed returns no usable reviews, provide an authorized CSV or JSON review export with its source and collection time.

What you get

For each ranked opportunity:

• Evidence excerpts linked to review IDs
• Confidence and limitations
• A 7–14 day MVP scope
• A pricing hypothesis clearly labeled as a hypothesis
• A numeric smoke test and the riskiest assumption

Data and accuracy boundaries

This Agent does not invent market size, revenue, conversion, virality, or willingness to pay.

Public App Store review availability can vary by app and country. Imported reviews remain labeled with their original source and collection time; they are never presented as independently fetched Apple data.