We need to choose our roofing material in the next two hours, so give me the honest truth on whether metal roofing is worth double the price of architectural shingles.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to choose our roofing material in the next two hours, so give me the honest truth on whether metal roofing is worth double the price of architectural shingles.
1 real search · 1 real-search pass
2026 metal roofing vs asphalt architectural shingles lifespan cost maintenance energy efficiency authoritative sourcesGoogle ↗
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
2026 metal roofing vs asphalt architectural shingles lifespan cost maintenance energy efficiency authoritative sources Google ↗
- Metal Roofs · basc.pnnl.gov
- Cool Roofs · webarchive-beta.loc.gov