they counted
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A star rating mixes the product, the seller, and reviews that only talk about shipping. It never says whether people would buy it again. they counted is for shoppers deciding before they buy. Search a product and get yes-or-no counts: would buy again, does the job, worth the price, matches the description, broke or stopped. The quotes sit under each count. Delivery-only reviews are left out. A mattress also asks if it sagged or slept hot; headphones ask if the battery matched the claim.
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PH · launched Nov 2, 2026 · 1 upvote (top 64%)
- Retail & commerce
- Analytics & BI
- B2C
- Not AI
- Commercial product
- E-Commerce
- Search
- Shopping
Similar launches
See all 205 similar launches →Could you build this?
Partial The UI and yes/no tallying are straightforward, but the product depends on gathering large volumes of reviews across retailers, which needs scraping or API access that vibe coding alone can't secure. Classifying review text into the four questions is doable with an LLM.
What it would actually take: Build a search front end and a backend that pulls reviews from marketplaces through licensed APIs or a scraping service, then runs LLM classification over each review for the specific questions. Store results per product and aggregate them into percentages. The hard parts are reliable review data at scale and the legal and anti-bot constraints on obtaining it.
Competitors
Other products that read as similar to this one : 205 launches clear the similarity bar, closest 8 shown.
Attention rank: #82 of 206 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 224 days after the earliest competitor.
- SkyReview – Flight Reviews · ph · 2026-11-02 · 1 upvotes · similarity 0.43
- The Score Sheet · ph · 2026-09-25 · 2 upvotes · similarity 0.42
- Shop Better · ph · 2026-09-18 · 2 upvotes · similarity 0.42
- Marketing Trivia Quiz · ph · 2026-09-18 · 1 upvotes · similarity 0.41
- Critics Reviews · ph · 2026-09-17 · 1 upvotes · similarity 0.40
- Decide · ph · 2026-10-21 · 1 upvotes · similarity 0.40
- Properr — Is the property a good deal? · ph · 2026-10-01 · 2 upvotes · similarity 0.40
- Ratezing · ph · 2026-10-06 · 1 upvotes · similarity 0.40
Other launches for this product
- No other launches for this product.