Real ChatGPT answer · index seedo80aVqQWK5ocompleteHome services and improvement · roofingcommercial
What are the pros and cons of architectural shingles versus three tab shingles when you have kids running around the yard?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the pros and cons of architectural shingles versus three tab shingles when you have kids running around the yard?
1 real search · 1 real-search pass
architectural shingles vs three tab shingles wind resistance lifespan manufacturer guidanceGoogle ↗
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
architectural shingles vs three tab shingles wind resistance lifespan manufacturer guidance Google ↗