Contents
In brief
Information Gain measures how much new information a page adds versus what search and LLMs already know. Rewriting the TOP 10 without cases and metrics loses to first-party sources.
Context
In 2026, algorithms penalize “uniqueness for its own sake.” Shared talking points across competitors carry no weight in AI Overviews or chat answers.
Why it matters
For AEO, crawlers extract ready snippets — empty snippets are not cited. For GEO, LLMs prefer primary sources with facts, not recycled posts.
In practice
- Collect 5–10 competitor articles on the topic.
- List claims everyone repeats — that is zero gain.
- Cut boilerplate; add your metrics, code snippets, dates (“current as of Q2 2026”).
- On stuzhuk.page we publish audit scores (52→84), not checklist rewrites.
See SEO, AEO & GEO in 2026 and the service.
Takeaway
Information Gain is a pre-publish gate. One paragraph of real experience beats ten pages of paraphrased SEO copy.