Read every review in your market.Keep the themes.
Market Voice reads up to two years of public App Store reviews across your app and the competitors you pick, and clusters them into pain and praise themes. Every theme cites the reviews behind it.
Product reviews
- Onboarding friction
- Pricing pushback at scale
- Slow support escalations
- Import and migration failures
- Fast, human support
- Easy theme integration
- Fair free tier
Name the competitive set.Read what merchants keep saying.
- 1
Define a scope
A scope is your competitive set: your app plus the competitors you care about. That framing keeps the analysis commercial — what merchants complain about across your market, not the whole App Store.
- 2
AI clusters the reviews into themes
Market Voice reads up to 24 months of public App Store reviews across the scope and clusters recurring complaints and praise into named themes, keeping pain and praise separate so neither drowns out the other.
- 3
Read the briefs, check the evidence
Themes are ranked by commercial opportunity and summarized in weekly briefs. Every theme links back to the underlying review quotes, so you can verify any claim against the source before acting on it.
Questions, answered.
Where does the data come from?
Public Shopify App Store reviews — up to 24 months of history per app in your scope. Market Voice never uses private support tickets, admin data, or anything merchants have not published.
What does the AI actually do?
It clusters reviews into recurring themes, separates pain from praise, names the themes, and ranks them by commercial signal. Every theme links to its source reviews, so the model’s claims stay checkable.
How fresh is the analysis?
Scopes re-analyze on a schedule rather than streaming in real time, and the last-analysis timestamp is shown on every scope so you know exactly what window you are reading.
Which plans include Market Voice?
Market Voice is a plan-gated feature on paid tiers. See pricing for current availability.
Who is it for?
App teams deciding what to build next, positioning against competitors, or watching for emerging complaints in their category. It also serves research and diligence workflows that need a fast read on a category’s real merchant sentiment.
What do merchants hate about your competitor?Read it in their words.
Set up a scope with your app and three rivals. Market Voice clusters their reviews and cites every theme.