Failure re-read · Agent-era opportunity scan

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.

$535B+
Total funding of failed companies
1,749
Legacy Failure Opportunity Library
674
Reopen opportunity

Legacy Failure Opportunity Library

1,749 businesses that failed before agents · re-rated by cause and reopen opportunity

Plenty Unlimited

USA

Primary 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.

核心死因是人工服务成本与人力规模约束,Agent 可承接咨询、客服与交付环节,原成本结构显著改善。

Materials Unit Economics Worth restarting 人工服务依赖
2014—2025 $944.0M

Xiaoming Bike

China

Primary cause: Capital burn and competition squeezed cash flow

App-based bike-sharing solving China's last-mile transit problem during the 2016-2017 shared mobility boom.

死于资本消耗、巨头竞争或融资断裂,Agent 改善执行成本但难以对抗资本密度与平台竞争。

Industrials Ran Out of Cash Not worth restarting 资本与竞争
2016—2018 $15.0M

23andMe

USA

Primary 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成本,Agent 能降低处理成本,但数据源合规与时效性仍需人工把控。

Health Care Legal/Regulatory Partially dissolved 数据获取与处理
2006—2025 $1.1B

Magic Ears

China

Primary cause: Acquisition cost exceeded customer lifetime value

Live online English lessons connecting North American teachers with Chinese children through gamified small-group classes.

死因集中在获客成本与流量竞争,Agent 只能降低内容投放成本,核心获客约束未被消解。

Communication Services Legal/Regulatory Not worth restarting 获客成本
2016—2021 $50.0M

Yuanfudao

China

Primary 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.

死因集中在获客成本与流量竞争,Agent 只能降低内容投放成本,核心获客约束未被消解。

Communication Services Legal/Regulatory Not worth restarting 获客成本
2012—2021 $4.1B

Gobee.bike

Hong Kong

Primary 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 改善执行成本但难以对抗资本密度与平台竞争。

Consumer Unit Economics Not worth restarting 资本与竞争
2017—2018 $9.0M

Wukong Rental

China

Primary 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 改善执行成本但难以对抗资本密度与平台竞争。

Consumer Unit Economics Not worth restarting 资本与竞争
2014—2024 $70.0M

Xueba100

China

Primary 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.

核心死因是人工服务成本与人力规模约束,Agent 可承接咨询、客服与交付环节,原成本结构显著改善。

Consumer Unit Economics Worth restarting 人工服务依赖
2013—2020 $100.0M

Silicon Valley Bank

USA

Primary cause: Manual service costs consumed the margin

The bank that 'got' startups—specialized in venture debt, equity comp, and burn rates when traditional banks saw only risk.

核心死因是人工服务成本与人力规模约束,Agent 可承接咨询、客服与交付环节,原成本结构显著改善。

Financials Ran Out of Cash Worth restarting 人工服务依赖
1983—2023 $209.0B

Yiguo E-commerce

China

Primary 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 改善执行成本但难以对抗资本密度与平台竞争。

Consumer Unit Economics Not worth restarting 资本与竞争
2005—2020 $900.0M

Hujiang

China

Primary 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.

死因集中在获客成本与流量竞争,Agent 只能降低内容投放成本,核心获客约束未被消解。

Communication Services Unit Economics Not worth restarting 获客成本
2001—2021 $187.0M

Panda TV

China

Primary cause: Manual service costs consumed the margin

The 'Twitch of China' backed by a billionaire's son, promising to turn gaming from parental shame into legitimate career gold.

核心死因是人工服务成本与人力规模约束,Agent 可承接咨询、客服与交付环节,原成本结构显著改善。

Communication Services Unit Economics Worth restarting 人工服务依赖
2015—2019 $200.0M

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.