Real ChatGPT answer · index seedxyx8efVG5V8completeHome services and improvement · roofinginformational
Are there specific brands of DIY shingle patch kits that work best on architectural shingles during colder autumn weather?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there specific brands of DIY shingle patch kits that work best on architectural shingles during colder autumn weather?
1 real search · 1 real-search pass
manufacturer technical data asphalt shingle repair adhesive minimum application temperature cold weather roof cementGoogle ↗
OBSERVEDReason
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
manufacturer technical data asphalt shingle repair adhesive minimum application temperature cold weather roof cement Google ↗
- Manufacturer technical sheet · henry.com
- Recommendations for Installation of Asphalt Roofing Shingles in Cold Weather · asphaltroofing.org
- Recommendations for Installation of Asphalt Roofing Shingles in Cold Weather · asphaltroofing.org