Real ChatGPT answer · index seedMwHytraGPyQcompleteHome services and improvement · roofingcommercial
We live where it hails a lot, are metal roofs really better than architectural asphalt shingles for resisting impacts
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We live where it hails a lot, are metal roofs really better than architectural asphalt shingles for resisting impacts
1 real search · 1 real-search pass
hail resistance standing seam metal roofing versus Class 4 impact resistant asphalt shingles UL 2218 IBHS researchGoogle ↗
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
hail resistance standing seam metal roofing versus Class 4 impact resistant asphalt shingles UL 2218 IBHS research Google ↗
- Impact Resistance Test Protocol for Asphalt Shingles – Insurance Institute for Business & Home Safety · ibhs.org
- Relative Impact Resistance of Shingles – Insurance Institute for Business & Home Safety · ibhs.org
- HAIL ROOF COVERS **Impact-Resistance Standards B · ibhs.org
- Natural Weathering and Hazard Exposure – Insurance Institute for Business & Home Safety · ibhs.org
- Metal Roofs · basc.pnnl.gov