Fake Amazon Review Detector

Amazon shoppers can't trust reviews anymore due to fake ratings. Build a browser extension or web tool that analyzes review distribution patterns to flag suspicious or fake reviews, helping buyers make informed purchasing decisions.

Review fraud on Amazon has gotten measurably worse since third-party sellers scaled up incentivized review schemes, and the FTC's 2023 crackdown on fake reviews has increased consumer awareness without actually solving the problem at the product level. Fakespot and ReviewMeta are the clear incumbents here — both well-established, free, and already integrated as browser extensions — which is the central problem: competing against free tools with brand recognition in a space where users resist paying for something they perceive as a trust utility. The $500–5k/mo revenue ceiling reflects that reality; converting free users to paid tiers is brutal when the core feature is a one-click check that existing tools already offer at no cost. The most likely failure mode is inability to meaningfully differentiate from Fakespot on accuracy or UX, leaving no defensible reason for anyone to switch or pay.