Is there a good app for get personalized product recommendations?
Fully Served: 10 apps already serve this, and 5 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 July 20, 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 get personalized product recommendations, mined and clustered from real reviews:
| Complaint area | Type | Mentions | What a user said |
|---|---|---|---|
| personalized-recommendations | missing-feature | 1 | algorithm that recommended things based on what you've checked out before |
| condition-specific product recommendations | missing-feature | 1 | recommendations had nothing to do with eczema so some other products that you need for certain stuff was not the recommendations |
| product recommendations inaccurate | bug | 1 | The recommendations are trash. Like are they running AI or what? |
| recommendations are mostly AI | other | 1 | most of the music that has been selected for me is AI |
| AI assistant product recommendations unwanted | ux | 1 | I am not in favor of Sparky the A I assistant |
Apps that already serve this
| App | Rating | Ratings | Price |
|---|---|---|---|
| Amazon Shopping | 4.8 | 8,412,129 | Free |
| Shop: All your favorite brands | 4.8 | 7,030,442 | Free |
| Lumi: styling & shopping | 4.0 | 16,509 | Free |
| ShopSavvy - Shopping Assistant | 4.4 | 9,835 | Free |
| LTK: Shop Trusted Recs | 4.9 | 460,100 | Free |
| Dollar Tree | 3.2 | 434 | Free |
| Walmart: Shopping & Savings | 4.8 | 17,860,209 | Free |
| The Home Depot | 4.8 | 3,355,785 | 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.
Who has tried building this
4 attempts split 2 active / 2 stale, all under 10 stars; thin effort with no traction.
| Project | Status | Stars | Stack |
|---|---|---|---|
| utopeeuh/Quint | stale | 9 | Swift |
| sree-hari-s/Product-Recommendation | stale | 5 | Jupyter Notebook |
| Niralisj/DAIS | active | 3 | Python |
| MahmoudAbuAwd/ProductSearchAgent | active | 2 | Python |
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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