Real ChatGPT answer · index seedDUYkXyZGOOYcompleteMarketing and advertising · AI search and generative engine optimizationcomparison
How do AI search optimization agencies differ from traditional SEO agencies in their approach to structuring data for LLMs?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do AI search optimization agencies differ from traditional SEO agencies in their approach to structuring data for LLMs?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AI search optimization generative engine optimization structured data LLMs entity schema.org official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Search Central structured data guidelines schema.org machine readable content AI search OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |