Real ChatGPT answer · index seed6OPHMh8hyNscompleteMarketing and advertising · AI search and generative engine optimizationcomparison
Is migrating SEO strategy to GEO harder than learning traditional keyword research for someone who just graduated with a marketing degree
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is migrating SEO strategy to GEO harder than learning traditional keyword research for someone who just graduated with a marketing degree
1 real search · 1 real-search pass
generative engine optimization GEO best practices how differs from SEO keyword research 2025 2026Google ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
generative engine optimization GEO best practices how differs from SEO keyword research 2025 2026 Google ↗
- Generative Engine Optimization (GEO): A Practical Guide · semrush.com
- Generative engine optimization: What we know so far about generative SEO · blog.hubspot.com
- Generative Engine Optimization: The Complete 2026 Guide · aisearch.similarweb.com
- Generative Engine Optimization (GEO): A Practical Guide · semrush.com
- Generative Engine Optimization: How to Dominate AI Search · arxiv.org