Real ChatGPT answer · index seedSgGMI0BtKAccompleteHome services and improvement · roofinginformational
Is switching from dark asphalt shingles to a light colored metal roof going to make a noticeable difference in our monthly air conditioning bills
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is switching from dark asphalt shingles to a light colored metal roof going to make a noticeable difference in our monthly air conditioning bills
1 real search · 1 real-search pass
cool metal roofing versus dark asphalt shingles energy savings air conditioning reflective roof DOE ENERGY STARGoogle ↗
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).
Searches and sources
ChatGPT1 real searches · gpt-6
cool metal roofing versus dark asphalt shingles energy savings air conditioning reflective roof DOE ENERGY STAR Google ↗
- Cool Roofs · energystar.gov
- Consumer Guide to Cool Roofs · energy.gov
- Guide to Cool Roofs · energy.gov
- Roof Cost Savings · coolcalifornia.arb.ca.gov
- Guidelines for Selecting Cool Roofs · energy.gov