Insight
SEO vs GEO
Where traditional search optimization and generative visibility overlap.
Short answer
SEO improves discovery in search engines. GEO adds the conditions for extraction, synthesis and citation. Both rely on architecture, authority and useful content.
The right decision depends on the business objective, the current technical baseline and the team that will operate the website after launch.
What to evaluate
Do not replace SEO with GEO.
Turn this into an observable criterion with a responsible owner, available evidence and a result that would represent real improvement.
Design pages that can function as sources.
Turn this into an observable criterion with a responsible owner, available evidence and a result that would represent real improvement.
Track citations and assisted discovery alongside clicks.
Turn this into an observable criterion with a responsible owner, available evidence and a result that would represent real improvement.
How to apply it
Start with a baseline. Document what happens today, where the main constraints sit and which part of the journey carries the highest commercial or editorial impact.
Technical, editorial and commercial changes become more valuable when they share one architecture. Isolated optimizations create exceptions; connected work creates a system.