Is there a good app for discover new products?
Fully Served: 11 apps already serve this, and 3 data points mined from real user reviews show where they fall short. Good apps already cover what people want. You'd need a strong wedge.
Data refreshed September 7, 2026 · scores recompute weekly as new reviews are mined, so re-check before you build.
What users complain about
The most common complaints behind apps that try to discover new products, mined and clustered from real reviews:
| Complaint area | Type | Mentions | What a user said |
|---|---|---|---|
| product discovery and checkout flow | ux | 1 | app and website make it so hard to find and buy items |
| gift card discovery | ux | 1 | I've spent the last 5 mins trying to find where to add a gift card |
| cannot find products in app | ux | 1 | I want to go buy some things at your store, but I can’t find them |
Apps that already serve this
| App | Rating | Ratings | Price |
|---|---|---|---|
| Amazon Shopping | 4.8 | 8,441,368 | Free |
| Madewell | 4.8 | 26,324 | Free |
| Shop: Track, Pay, Discover | 4.8 | 7,133,059 | Free |
| Nespresso Store | 4.9 | 111,698 | Free |
| PriceMe | 3.4 | 79 | Free |
| The Home Depot | 4.8 | 3,437,570 | Free |
| Refind: Find clothes by photo | 4.5 | 735 | Free |
| SaleFinder | 5.0 | 116 | Free |
Should you build it?
Good apps already cover what people want. You'd need a strong wedge. Opportunity here scores 7 out of 100 — a function of demand, how crowded the field is, and how badly the existing apps perform. Use the live map to compare it against adjacent tasks.
Who has tried building this
| Project | Status | Stars | Stack |
|---|---|---|---|
| OpenHunting/openhunt | stale | 412 | Ruby |
Open-source projects that attempted this task — active ones show today's bar; abandoned ones are a signal to validate why earlier attempts died.
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