Real ChatGPT answer · index seedY8GM6DYbgvIcompleteHome services and improvement · roofingcommercial
Compare the pros and cons of asphalt shingles versus metal roofs for energy efficiency and noise reduction during heavy rainstorms.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the pros and cons of asphalt shingles versus metal roofs for energy efficiency and noise reduction during heavy rainstorms.
1 real search · 1 real-search pass
asphalt shingles vs metal roofing energy efficiency solar reflectance cool roof heavy rain noise underlayment attic insulationGoogle ↗
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
asphalt shingles vs metal roofing energy efficiency solar reflectance cool roof heavy rain noise underlayment attic insulation Google ↗
- texasbuiltroofing.com · texasbuiltroofing.com
- Asphalt Shingles vs Metal Roofing: Which is Better? · shinglescience.com
- Metal Roof vs. Asphalt Shingles: Cost, Lifespan and Installation · nerdwallet.com
- Cool Roofs: How They Work · coolcalifornia.arb.ca.gov
- Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov