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Description
See what Amazon customers are frustrated about. AI frustration scores, severity rankings & differentiation gaps on every product. Every Amazon product page hides a pattern. A listing sits at 4.3 stars with 12,258 reviews. Looks fine. But 127 of those reviews are one-star complaints, and 89 of them name the same specific problem. Maybe it's a chemical taste. Maybe it's a packaging defect. Maybe it's something Amazon's Rufus AI can't confidently recommend the listing for. You will never see that pattern from star rating alone. That's the job ClearSell was built for. ClearSell is a free Chrome extension that reads every Amazon product page for you. One click. Zero tab switching. You see what buyers are actually mad about, which ones are thinking about it but haven't said it, and whether Amazon's own AI can even recommend the listing in conversational search. WHAT YOU SEE WHEN YOU OPEN IT ClearSell scores every listing across five dimensions that star ratings hide: The Frustration Score. A 0-10 index calculated from the critical reviews alone, not an average with the happy ones mixed in. The Top Frustrations. The three to five specific complaint patterns buyers keep bringing up, ranked by severity. Not generic categories. Specific complaints. The Rufus Grade. A COSMO-based evaluation of how well the listing's title, copy, and attributes map to the nodes Amazon's Rufus AI uses to recommend products in conversational search. Most listings have meaningful gaps. Buyer Anxiety Signals. 47 hesitation patterns pulled from question behavior and review language, sourced from live Amazon autocomplete data. The doubts buyers have before they click buy. Critical Review Count. A clean separation of the one-star and two-star reviews from everything else, so you're reading the signal, not the noise. All of it renders live on the Amazon page you're already looking at. You don't leave. You don't copy ASINs into another tab. You don't open a dashboard. WHY AMAZON SELLERS USE IT Sellers using ClearSell stop guessing about why their products underperform. They see the exact complaint pattern their competitor is bleeding from, and they build or fix their own listing to close that gap. Product researchers use it to pressure-test a niche before they commit capital. Brand owners use it to audit their own listings the way a customer would. The sellers who install this tool tend to share one thing in common. They have spent at least one quarter watching a competitor with worse reviews outsell them, and they are done losing that fight. WHO IT IS FOR Private label Amazon FBA sellers researching new product opportunities. Brand owners auditing their own listings or a competitor's weaknesses. Agencies managing multiple brands who need intelligence across a client portfolio. Anyone who has ever wondered why a 4.5-star product is still getting savaged in its reviews. PRICING Free on every Amazon product page. No credit card required. Account setup is fast. ClearSell Pro unlocks the full intelligence platform at clearsell.app. Unlimited Full Analysis scans on any ASIN. Daily monitoring on products you want to track. AI-generated listing copy built from your real review data. Go or no-go validation on new product ideas. Credit packs for teams that need more volume. Agency tier for operators managing multiple brands. BUILT ON CLAUDE OPUS 4.6 Anthropic's most intelligent model powers every scan. Nothing about your data is used to train the model. Nothing you look at gets shared with anyone. Start free at clearsell.app.