Complaint brief

Name a product idea and Claude reads the low reviews of the Amazon best sellers for it, then writes a one-screen brief: the complaint you'd fix (how many low reviews name it, across how many leaders, with a quote), why it matters (the leaders' monthly sales floor), the praise to match, the fix as a factory spec line, whether factories already list it, how to show it in the main photo, and the sample test. A complaint backed by only a few reviews is called a hint.

Try asking

• What do buyers complain about in women's hiking hip packs?
• What would I improve on the top dog nail grinders?
• How do I beat the top listing for silicone stretch lids?

What you get

• The complaint worth fixing, with how many low reviews name it and a quote
• Why it matters: the leaders' sales floor
• The praise to match
• The fix as a factory spec line, and whether factories already list it
• How to show it in the main photo
• The sample test before an order

What it costs

Above $0.05 for one request, or before anything recurring, Claude gives one estimate and waits for your yes; smaller reads just run. Figures are at Bronze, Apify's paid-plan price; lower on Silver and Gold. From 7 November 2026, reads through the data providers (eBay, Etsy, Walmart, Target, Best Buy, Home Depot, Lowe's, Trustpilot, Meta and TikTok ads) cost about twice as much on Apify's free plan, and TikTok Shop product rows and store-technology lookups about one and a half times; Claude quotes both prices when they differ. Every per-result price is on the pricing page.

Limits

• amazon.com shows review text only to signed-in shoppers, so for US leaders Claude reads the same products on Amazon UK and Germany, the brand's own shop or Trustpilot, and says so before it runs
• A leader not sold in the UK or Germany comes back unread there, never as "no complaints"
• Factory listings are list prices for a first look, not a quote