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Startup ideas with revenue receipts, reverse-engineered from founder interviews.

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TierT1T2T3EvidenceVerifiedFounderCreatorUnprovenEvergreenWindow
⚠️ Cautionary Tale ↓
AI ContentAI E-commerceAI ServiceAI WebsiteConsumer AppDigital PublishingDirectory SiteEcosystem ToolPlatform PluginSaaSScale ReferenceSimple Tool⚠️ Cautionary Tale
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RevenueIdeaCategory · Evidence · Difficulty
#1
Creator-report…T2
LinkDrip Creator Traffic Attribution
One tracking link tells creators exactly which short video and which platform drove traffic to their long-form video
⚠️ Cautionary TaleT2
⚠️ Cautionary Tale
#2
Creator-report…T2
Crayo AI Faceless Short-Video Generator
Auto-generates faceless short videos (script/voiceover/visuals/captions/editing all included), sold to people making money off the TikTok Creator Fund

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⚠️ Cautionary TaleT2
⚠️ Cautionary Tale
#3
$500/moPROT2
The 97% Audit — Why Vibe-Coded Apps Die, and the Boring Verticals That Pay Instead
A B2B AI consultant tracked 1,000+ vibe-coded apps over 13 months: 97% dead, abandoned, breached, or stuck under $500/month — and all of them failed for the same three reasons, while HVAC routing quietly bills $1,400 a month per shop.
⚠️ Cautionary TalePROT2
⚠️ Cautionary Tale