Real ChatGPT answer · index seedyASI6OkmbYIcompleteMarketing and advertising · content marketingbrand
What kind of content structure do LLMs prefer when users ask them for recommendations in our specific software niche?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What kind of content structure do LLMs prefer when users ask them for recommendations in our specific software niche?
1 real search · 1 real-search pass
how generative AI search engines retrieve and cite content recommendations structured comparison pages software SaaS GEO researchGoogle ↗
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
how generative AI search engines retrieve and cite content recommendations structured comparison pages software SaaS GEO research Google ↗