Real ChatGPT answer · index seedFaXqeJsjFkUcompleteMarketing and advertising · AI search and generative engine optimizationinformational
What is the fastest way to run a generative engine optimization audit on our top fifty blog posts before our quarterly review tomorrow
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the fastest way to run a generative engine optimization audit on our top fifty blog posts before our quarterly review tomorrow
1 real search · 1 real-search pass
generative engine optimization GEO audit framework content AI search visibility citations structured data 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 audit framework content AI search visibility citations structured data 2026 Google ↗
- Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026) · arxiv.org
- Generative Engine Optimization (GEO): What It Is and What the Evidence Says · visibility.partners
- GEO Best Practices for Generative Search Visibility · seos.co
- GEO starts with the question, not the answer · axios.com
- From Citation Selection to Citation Absorption: A Measurement Framework for Generative Engine Optimization Across AI Search Platforms · arxiv.org