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What is Information Gain?

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TL;DR

Information gain is a concept in content evaluation that measures how much new, unique information a piece of content adds compared to what already exists on the web.

Definition

Information gain is a concept in content evaluation that measures how much new, unique information a piece of content adds compared to what already exists on the web. Google and AI systems prioritize content that provides novel value, not just rephrases existing content.

Why It Matters

Content that simply rephrases what's already available provides low information gain and is less likely to be retrieved or recommended by AI systems. Content with original data, unique insights, proprietary research, or original analysis provides high information gain and is prioritized.

Examples

  • An article that cites original survey data about dental patient satisfaction → high information gain
  • An article that rephrases the same 10 tips already on WebMD → low information gain

Frequently Asked Questions

What is information gain in SEO?

Information gain measures how much new, unique information a piece of content adds compared to what already exists on the web. Google and AI systems prioritize content that provides novel value, not just rephrases existing content.

How do I improve information gain?

Include original data, unique insights, proprietary research, case studies, expert analysis, or first-hand experience. Content that simply rephrases what's already available provides low information gain and is less likely to be retrieved or recommended by AI systems.

Why does information gain matter for AI search?

AI systems prioritize content that adds unique value. Content with original data, expert analysis, or proprietary insights provides high information gain and is more likely to be retrieved, cited, and recommended by AI assistants for relevant queries.

Category: Content
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