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clawsmith.com/idea/cross-platform-fake-review-detector
IdeaCompetitivefake reviewsconsumer protectione-commerceLive

A browser extension that grades product reviews across Amazon, Google, Yelp, and TripAdvisor for authenticity using AI

Fakespot shut down in July 2025 and ReviewMeta went offline in early 2026, leaving millions of shoppers without a way to detect manipulated reviews. Existing replacements (FakeFind, RateBud, SureVett, ReviewAI) are narrow Amazon-only tools with low traction and no multi-platform coverage. A paid extension that grades reviews across the major shopping and local surfaces in a single overlay would fill the gap incumbents left.

Demand Breakdown

HN
1,493

Gap Assessment

CompetitiveMultiple tools exist but differentiation opportunities remain

4 tools exist (FakeFind, SureVett, RateBud, ReviewMeta) but gaps remain: Amazon-only; free with no paid tier; low traction (4 HN points on launch); no coverage for Google, Yelp, or TripAdvisor.; Amazon-only; free model, no monetization apparent; no cross-platform support..

Features7 agent-ready prompts

Multi-platform review overlay
AI review authenticity scoring engine
Review scraping and normalization layer
Reviewer profile trust signal
Review velocity and spike detection
Subscription paywall and usage limits
Saved products and watchlist

Competitive LandscapeFREE

ProductDoesMissing
FakeFindFree AI-powered fake review checker for Amazon; Chrome extension, no account required.Amazon-only; free with no paid tier; low traction (4 HN points on launch); no coverage for Google, Yelp, or TripAdvisor.
SureVettFree Chrome extension detecting fake Amazon reviews using statistical signal analysis.Amazon-only; free model, no monetization apparent; no cross-platform support.
RateBudFree Fakespot alternative with AI trust scores and letter grades across 20+ Amazon country domains.Amazon-only; free with no paid tier; no local review platform coverage.
ReviewMetaWas the primary alternative to Fakespot for Amazon review analysis.Offline since early 2026; completely gone, no successor product.

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