A filterable product landscape spanning major U.S. retailers and marketplaces, with imagery, observed price, description, brand ownership, seller, rating, public market-signal score, confidence, and cross-retailer comparison.
Start with one retailer or view them all, then narrow by product group, ownership, brand, seller, score confidence, or search.
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Assortment, ownership, pricing, consumer feedback, visibility, and public performance signals across the captured catalog.
Current public catalog coverage by retail source.
Verified retailer private labels versus recognized national/third-party brands and unresolved titles.
Product-title classification across the captured catalog.
Current displayed item price without pack-size normalization.
Brand counts across released products; unresolved titles remain unclassified.
Explicit retailer-first-party sellers versus marketplace, third-party, or seller-not-shown listings.
Evidence strength based on rating depth, popularity markers, visibility, novelty, and source breadth.
Retailer-specific Best Seller badges or ranks, public purchase-count signals, and TikTok cumulative sold-count signals, ordered by the normalized public score.
Composite of Bayesian-adjusted customer rating, review depth, Best Seller evidence, novelty/trend, and browse visibility.
Products carrying a reliable retailer New-sort, New Release, or public newness signal, ordered by the same transparent score.
Bottom eligible composite scores among products with at least 25 reviews and an organic appearance. This is not a lowest-sales ranking.
Score: Every product receives a 0–100 public market-signal score using the same weights across retailers: 30% Bayesian-adjusted customer rating, 20% review depth, 20% retailer-specific demand evidence, 15% public browse visibility, 5% novelty, 5% source coverage, and 5% captured availability. Missing stars contribute no rating evidence. These are public-data proxies, not internal weekly sales or profit.
Brand ownership: Structured retailer brand fields are used where available; otherwise normalized verified brand matching is used. Ambiguous products remain “Brand unclear” and “Unclassified.”