SEO defends the search fundamentals while GEO captures the new AI entry points—the two must be laid out in coordination.
SEO defends the search fundamentals while GEO captures the new AI entry points—the two must be laid out in coordination. This article draws on our hands-on experience serving more than 3,000 enterprise clients.
The underlying logic differs: SEO optimizes for crawlers, GEO optimizes for large models, and the evaluation systems are completely different.
Content assets can be reused: high-quality Q&A-style content helps both search rankings and AI citations.
We recommend producing two versions of the same content: a web version focused on experience and conversion, and a knowledge version focused on structure and authoritative citation.
If you are evaluating a related project, feel free to talk with us—16 years and more than 3,000 enterprise clients of experience may help you avoid a detour.