Published August 14, 2026.
AI search increasingly favors content that offers something models cannot generate from existing information. The key distinction is between commodity content and non-commodity content. Commodity content repeats public information. Non-commodity content adds original data, firsthand experience, or expert insight that AI systems can cite.
Commodity content answers a question without adding anything new. It often reads like many other pages on the same topic.
Non-commodity content comes from something specific to the author or brand. It can include original research, a documented process, a firsthand decision, or a unique outcome.
Generative AI can produce a passable draft on almost any subject in under a minute. That makes generic content easier to replace.
AI answers usually cite only a handful of sources. The article says systems such as ChatGPT, Gemini, Claude, and Perplexity may cite about two to seven sources before moving on.
Pages that only repeat common knowledge are less likely to be cited. Distinctive pages have a better chance of being selected because they give the model something concrete to reference.
The article connects these traits to E-E-A-T: experience, expertise, authoritativeness, and trust.
The article recommends interviewing the subject matter expert instead of asking them to write the whole piece. A 15- to 20-minute interview can surface real examples, numbers, and reasoning.
It also recommends converting generic statements into specific ones.
| Generic | Specific |
|---|---|
| Personalized onboarding emails can reduce customer churn. | After moving 400 new customers onto a three-email onboarding sequence based on signup source, 30-day churn dropped from 22 percent to 14 percent. |
Other recommendations include:
The article says publishing non-commodity content is only half the strategy. Teams also need to measure whether the content earns mentions and citations across AI engines.
Commodity content repeats public information. Non-commodity content is built from something specific to the author or brand, such as original data, a documented result, or firsthand experience.
Yes. The production method does not decide the category. Content is non-commodity when it includes genuine expertise, original data, or a firsthand point of view.
They tend to favor pages with clear answers, verifiable evidence, and recognizable expertise.
No. Technical health, site structure, and crawlability still matter. Non-commodity content helps a page earn citation after it is found.
The article suggests reviewing high-performing pages every few months, with more frequent updates for fast-changing topics.
Satvik Mishra is the Co Founder of Verseodin. He writes about generative engine optimization strategy and AI visibility.