Developer Builds YouTube Scanner to Flag Free Events That Lead to Paid Offers

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A developer describes a tool called TruthScore that analyzes YouTube videos to detect 'free event, paid ending' funnels common in the make-money-online niche. The scanner looks for patterns such as specific income claims in titles, urgency language, redirect chains, affiliate links, and hidden pricing steps. Early versions penalized honest creators for weak signals like ordinary business links, so the logic was revised to require two strong signals before flagging a video. The developer acknowledges the tool cannot judge whether an event is worth its price or distinguish real deadlines from fake ones, and says it flags structure rather than character. The author also notes problems with false warnings and unreliable third-party dislike estimates.

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