Solution: A shopping-specific filter: (1) AI-product detection on marketplace listings — analyzes images, descriptions, and seller patterns to flag likely AI-generated products as you browse Etsy, Amazon, Redbubble, and print-on-demand sites; (2) Human-made surfacing — promotes verified or likely-human alternatives for the same search; (3) Seller transparency — shows signals about whether a seller mass-produces AI listings; (4) Shopping list integration — when you search for a gift or print, it filters to human-made options; (5) Connection to the Human-Made Marketplace for commissioning a human alternative when one isn't found. ICP: Values-driven online shoppers aged 20–55 who refuse to spend money on AI-generated goods — they've adopted 'use AI, no buy' as a principle — but find marketplaces like Etsy and Amazon flooded with AI art prints, AI-written books, and AI children's books that are hard to distinguish from human-made.

Shopping-moment focus distinguishes it from the crowded generic AI-blocker space. It analyzes product listings (not just search results), flags AI goods at the point of purchase, and surfaces human alternatives rather than just hiding content. The connection to a human-made marketplace turns avoidance into a purchase, which is what creates affiliate revenue and real utility.

“Similar to how Honey and Fakespot embedded into the shopping moment (coupons; fake-review detection) rather than the general browsing experience — owning the high-value point-of-purchase decision. This is Fakespot for AI-generated products, with the added twist of routing buyers to human alternatives.”