Real ChatGPT answer · index seedUUanIXvm5MAcompleteHome services and improvement · roofinginformational
Why do architectural versus three-tab shingles matter so much for wind resistance in areas that get crazy thunderstorms like the Midwest?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why do architectural versus three-tab shingles matter so much for wind resistance in areas that get crazy thunderstorms like the Midwest?
1 real search · 1 real-search pass
architectural vs three tab asphalt shingles wind resistance ASTM D7158 wind ratings installation seal strip Midwest stormsGoogle ↗
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 vs three tab asphalt shingles wind resistance ASTM D7158 wind ratings installation seal strip Midwest storms Google ↗
- Asphalt Roofing Manufacturers Association · asphaltroofing.org
- Asphalt Shingle Roofs · basc.pnnl.gov
- Improving Windstorm and Tornado · fema.gov