Real ChatGPT answer · index seedCLW4EDpnBp0completeMarketing and advertising · AI search and generative engine optimizationcomparison
What separates true generative engine optimization from traditional SEO when we are trying to get our family business recommended in AI chat summaries?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What separates true generative engine optimization from traditional SEO when we are trying to get our family business recommended in AI chat summaries?
1 real search · 1 real-search pass
generative engine optimization GEO research AI search recommendations citations business structured data authoritative sources 2025 2026Google ↗
OBSERVEDOther / navigational
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 research AI search recommendations citations business structured data authoritative sources 2025 2026 Google ↗