Between asphalt shingle and metal roofing options, which one offers better energy efficiency for a modern commercial workshop?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Between asphalt shingle and metal roofing options, which one offers better energy efficiency for a modern commercial workshop?
1 real search · 1 real-search pass
commercial workshop metal roofing vs asphalt shingles energy efficiency cool roof reflectance insulation DOE ENERGY STARGoogle ↗
OBSERVED
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.
Classifying 1 queries…
Searches and sources
ChatGPT1 real searches · gpt-6
commercial workshop metal roofing vs asphalt shingles energy efficiency cool roof reflectance insulation DOE ENERGY STAR Google ↗
- Cool Roofs · energystar.gov
- Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov