Is there a good app for get personalized product recommendations?
Good apps already cover what people want. You'd need a strong wedge.
11
Opportunity /100
31
Demand /100
81
Competition /100
38
Execution gap /100
9
Apps serving it
2
Mined complaints
What users complain about
The most common complaints behind apps that try to get personalized product recommendations, mined and clustered from real reviews:
| Complaint area | Type | Mentions | What a user said |
|---|---|---|---|
| recommendations now all ads | ux | 1 | every single company that is “suggested” says it’s an “Ad.” |
| no personalized recommendations | missing-feature | 1 | I would appreciate if they had a “recommended for you” feature based on my ratings of the books I’ve listened to |
Apps that already serve this
| App | Rating | Ratings | Price |
|---|---|---|---|
| Shop: All your favorite brands | 4.8★ | 6,959,087 | Free |
| Walmart: Shopping & Savings | 4.8★ | 17,432,667 | Free |
| Wish: Shop and Save | 4.7★ | 2,335,691 | Free |
| Fetch: America’s Rewards App | 4.9★ | 7,277,818 | Free |
| Walgreens | 4.8★ | 6,980,879 | Free |
| Target: Shop. Style. Save. | 4.9★ | 6,728,655 | Free |
| Yelp: Food, Services & Reviews | 4.5★ | 1,951,773 | Free |
| 4.7★ | 4,651,669 | Free |
Should you build it?
Good apps already cover what people want. You'd need a strong wedge. Opportunity here scores 11 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.
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