AI Commoditizes Work: Private Data and Judgment Are Your Moat
- Source
- Sarah Guo
- Time
- 5:00 PM
- Weight
- 95/100
As artificial intelligence continues to advance, the technology industry is seeing a shift where measurable tasks are becoming commoditized. While AI models can now solve a high percentage of standardized benchmarks, particularly in software engineering, there remains a significant gap between generating code and shipping functional, integrated products.
This trend suggests that any work that can be easily measured or verified is destined to be absorbed by frontier models or cheaper, open-source alternatives, driving down the value of generic AI "wrappers." In response, the new competitive advantage for companies is shifting toward "untrainable" value, which consists of private data, human judgment, and organizational trust. In fields such as law, medicine, and complex enterprise systems, correctness cannot be determined by public leaderboards; instead, it is defined by internal ground truths and long-term reliability.