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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
8,000+ orders…T1
AI Chinese-Herb Story Commerce Account
Use AI to spin single Chinese medicinal herbs into stories for older audiences, then earn passive commission by listing the same herbs in your Douyin storefront.
⚠️ Cautionary TaleT1
⚠️ Cautionary Tale
#2
Creator-report…T2
LinkDrip Creator Traffic Attribution

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One tracking link tells creators exactly which short video and which platform drove traffic to their long-form video
⚠️ Cautionary TaleT2
⚠️ Cautionary Tale
#3
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
⚠️ Cautionary TaleT2
⚠️ Cautionary Tale
#4
$0T3
The Offerwall Economy (FreeCash, Swagbucks, CashWalk, Pawns) — Audited Hour by Hour
A creator with 4.1M viewers timed six “get paid to scroll” side hustles with a stopwatch: 40 hours of work produced $0 she could actually withdraw, while the apps themselves rank in the App Store top 10.
⚠️ Cautionary TaleT3
⚠️ Cautionary Tale
#5
$0T3
The $97 Pocket AI Agent — Three Businesses, Minus 83 Cents
He built a talking AI agent into a device smaller than a phone for under $100, then told it to turn $10 into as much money as possible. Facebook blocked it, cold email got zero replies, and the trading bot lost 83 cents.
⚠️ Cautionary TaleT3
⚠️ Cautionary Tale
#6
$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