GLOSSARY
Information Gain
IN ONE SENTENCE
Exclusive content on a page that AI cannot derive from other public sources — the core of content competitiveness in the GEO era.
Exclusive content on a page that AI cannot derive from other public sources — the core of content competitiveness in the GEO era.
01
In detail
LLMs have learned mainstream internet knowledge — repeating what's already said adds nothing. Three sources of Information Gain: (1) named subject-matter expert quotes; (2) proprietary data ('we have delivered 100+ projects'); (3) first-party experiments / benchmarks. These are decisive when AI recommends 'quality vendors'.
Updated 2026-08-06