Two kinds of AI users are emerging
martinalderson.com
February 1, 2026
7 min read
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64/100
Summary
Two distinct categories of AI users are emerging: "power users" who fully embrace new AI technologies and "casual users" who engage with AI less frequently. This divide highlights significant differences in how organizations leverage AI for productivity.
Key Takeaways
- Two types of AI users are emerging: "power users" who adopt advanced AI technologies and non-technical users who primarily interact with basic AI tools like ChatGPT.
- Microsoft Copilot is criticized for being a poorly designed AI tool that fails to meet enterprise needs, leading to dissatisfaction among users.
- Enterprise IT policies create significant barriers to adopting cutting-edge AI tools, resulting in a gap between organizations that can effectively leverage AI and those that cannot.
- Smaller companies without restrictive IT environments are experiencing greater success with AI technologies compared to larger enterprises burdened by legacy systems and siloed departments.
Community Sentiment
Positives
- AI is enabling significant productivity gains in greenfield projects, allowing users to accomplish tasks much faster, which could lead to more innovation.
- The ability to convert complex Excel financial models to Python with AI tools like Claude Code empowers non-technical users to leverage data science capabilities effectively.
Concerns
- There are serious concerns about the reliability of AI-generated financial models, especially when users lack the skills to verify their accuracy.
- The integration of AI tools like Microsoft's Copilot in Excel has been criticized for being poorly designed, leading to frustration among users and potential mistakes in simple tasks.
