Do Not Adopt AI Out of Anxiety: First Know What You Need
Storage information
Bookmarks and reading positions are stored in this browser. Manage and back them up in My Reading.
Collected in Robin Shen’s Field Notes · Content type and attribution are shown above
English translation of the Chinese post originally published 2023-02-21. Translated 2026-11-05 with AI assistance. Historical figures and claims have not been updated or independently verified. 中文原文
Reading guide
Robin observes business owners bombarded with claims that AI and digital transformation are essential for survival. Hearing AI discussed everywhere, they return anxious and announce adoption with only the vague aim of reducing costs and improving efficiency. Without understanding why, they soon confront data preparation, process changes, changing behavior, and disappointing benefits, then retreat. Leaders must understand their company’s problems and define the scope and boundaries clearly. If they cannot explain what they need, internal teams, advisers, and startups struggle to deliver.
Key points
- Do not adopt AI merely from anxiety or fashion.
- Understand the company’s problems before choosing where to begin.
- Unclear leadership requirements make work difficult for teams and advisers.

Full text — English translation
These articles are personal notes, book excerpts, and collected reprints. Figures and events reflect the time of the original publication, are not current information, and do not constitute investment advice.
DISCUSSION
Reader comments
What did this article make you think about? Different perspectives and constructive criticism are welcome.
Comments are public immediately. Do not include personal contact details or external links. Automated checks block suspicious solicitation, prohibited transactions and spam; they can make mistakes.
Comments load when you reach this section.
Administrator sign-in Sign out