Legacy failures,
may be opportunities in the Agent era
Businesses that failed before agents, re-read by original cause → Dissolvable by agents? → and reopen opportunity — turning the old graveyard into an opportunity list.
Legacy Failure Opportunity Library
1,749 businesses that failed before agents · re-rated by cause and reopen opportunity
Plenty Unlimited
USAPrimary cause: Manual service costs consumed the margin
Vertical farming using AI and robotics to grow pesticide-free produce with 99% less water and land than traditional agriculture.
核心死因是HumanServiceCost与人力规模约束,Agent 可承接咨询、客服与交付环节,原Cost结构显著改善。
Xiaoming Bike
ChinaApp-based bike-sharing solving China's last-mile transit problem during the 2016-2017 shared mobility boom.
23andMe
USAPrimary cause: Data acquisition and processing costs ran too high
Democratized genetic testing through $99 mail-in kits, turning ancestry and health insights into a viral consumer product during the genomics cost revolution.
数据获取与整理是主要Cost,Agent 能降低ProcessingCost,但数据源合规与时效性仍需Human把控。
Magic Ears
ChinaPrimary cause: Acquisition cost exceeded customer lifetime value
Live online English lessons connecting North American teachers with Chinese children through gamified small-group classes.
死因集中在获客Cost与流量竞争,Agent 只能降低Content投放Cost,核心获客约束未被消解。
Yuanfudao
ChinaPrimary cause: Acquisition cost exceeded customer lifetime value
China's $15.5B EdTech giant offering AI-powered K-12 tutoring to 400M users, capitalizing on exam pressure and parental anxiety.
死因集中在获客Cost与流量竞争,Agent 只能降低Content投放Cost,核心获客约束未被消解。
Gobee.bike
Hong KongPrimary cause: Capital burn and competition squeezed cash flow
Dockless bike-sharing via smartphone app, expanding from Hong Kong to Europe with pay-per-ride model at $0.50 per 30 minutes.
死于资本消耗、巨头竞争或融资断裂,Agent 改善执行Cost但难以对抗资本密度与平台竞争。
Wukong Rental
ChinaPrimary cause: Capital burn and competition squeezed cash flow
P2P rental marketplace for consumer goods in China, monetizing idle assets during the sharing economy boom (2014-2024).
死于资本消耗、巨头竞争或融资断裂,Agent 改善执行Cost但难以对抗资本密度与平台竞争。
Xueba100
ChinaPrimary cause: Manual service costs consumed the margin
Online marketplace connecting Chinese K-12 students with premium tutors for live 1-on-1 and group sessions, democratizing access to top educators.
核心死因是HumanServiceCost与人力规模约束,Agent 可承接咨询、客服与交付环节,原Cost结构显著改善。
Silicon Valley Bank
USAThe bank that 'got' startups—specialized in venture debt, equity comp, and burn rates when traditional banks saw only risk.
Yiguo E-commerce
ChinaPrimary cause: Capital burn and competition squeezed cash flow
China's first major fresh produce e-commerce platform with end-to-end cold chain logistics, backed by $900M from Alibaba and Goldman Sachs.
死于资本消耗、巨头竞争或融资断裂,Agent 改善执行Cost但难以对抗资本密度与平台竞争。
Hujiang
ChinaPrimary cause: Acquisition cost exceeded customer lifetime value
China's first major online education platform offering language learning and K-12 courses to 190M users through freemium model.
死因集中在获客Cost与流量竞争,Agent 只能降低Content投放Cost,核心获客约束未被消解。
Panda TV
ChinaThe 'Twitch of China' backed by a billionaire's son, promising to turn gaming from parental shame into legitimate career gold.
Failure stories deserve a place too
Failure submissions can be anonymous. Your loss data and meltdown details become guardrails that help others avoid the abyss — real failures beat inflated success stories.