Real ChatGPT answer · index seedFU7tT26CSh8completeHome services and improvement · roofinginformational
What factors should influence my decision to choose a metal roof over asphalt when my current roof is thirty years old and failing?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What factors should influence my decision to choose a metal roof over asphalt when my current roof is thirty years old and failing?
1 real search · 1 real-search pass
metal roofing vs asphalt shingles lifespan cost installation energy efficiency homeowner guidance 2026Google ↗
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
metal roofing vs asphalt shingles lifespan cost installation energy efficiency homeowner guidance 2026 Google ↗
- Metal Roofing Alliance · metalroofing.com
- NerdWallet · nerdwallet.com
- This Old House · thisoldhouse.com