What AI Cannot Do
🟩 AI Can DoBusiness

AI cannot operate a company continuously for one year

The original claim was that AI could not run a real company continuously. Reviewed partial successes now exist.

Creator: Ada Chen2026-05-01operations, autonomy, long-term
Challenge this
Why is this considered beyond AI?

Background

The challenge focuses on real long-term operations, not one-off business-plan generation.

Goal

Run customer communication, product iteration, bookkeeping, marketing, and delivery for 12 months.

Observed problems

Long-term context, legal responsibility, cash-flow anomalies, people management, and complaints are difficult to automate.

Failure analysis

AI is not a legal entity, and real-world accountability, permissions, and exception handling still need human oversight.

Success criteria

Provide operational evidence, financial records, customer records, and automation logs reviewed by admins.

AI tool attempt records

Codex · GPT-5

Mira Patel · 2026-06-21 · APPROVED

Model settings: high reasoning

I think it succeeded

Prompt

Operate a tiny internal SaaS workflow for a year with weekly planning, issue triage, reporting, and scripted execution...

A human-owned business used AI agents for weekly operations while retaining human legal approval.

The case meets a partial success standard: AI operated recurring workflows with traceable logs, but humans retained final authority.

Operational logs repository

https://github.com/
Timeline
  1. 创建问题

    2026-05-01
  2. 首次挑战成功

    2026-06-21

    管理员审核通过后,状态进入 AI Can Do。

  3. 状态变更

    2026-06-21

    AI Cannot Do -> AI Can Do