Real ChatGPT answer · index seedppnbeXf1kOwcompleteHome services and improvement · roofingcommercial
How does a white TPO commercial roof help lower cooling bills compared to a traditional dark built up roof
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does a white TPO commercial roof help lower cooling bills compared to a traditional dark built up roof
1 real search · 1 real-search pass
cool roof white TPO membrane solar reflectance energy savings commercial buildings EPA DOE CaliforniaGoogle ↗
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
cool roof white TPO membrane solar reflectance energy savings commercial buildings EPA DOE California Google ↗
- Consumer Guide to Cool Roofs · energy.gov
- Guide to Cool Roofs · energy.gov
- Cool Roofs · energystar.gov
- Using Cool Roofs to Reduce Heat Islands · epa.gov