Real ChatGPT answer · index seedylvVgr7Ty8QcompleteHome services and improvement · roofingcomparison
asphalt versus metal roof which option is cheaper upfront for a homeowner trying to stay under a ten thousand dollar budget
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
asphalt versus metal roof which option is cheaper upfront for a homeowner trying to stay under a ten thousand dollar budget
1 real search · 1 real-search pass
2026 asphalt shingle roof replacement cost installed per square foot metal roof cost installed CaliforniaGoogle ↗
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 asphalt shingle roof replacement cost installed per square foot metal roof cost installed California Google ↗
- How Much Does a Roof Replacement Cost in California? (2026) · ca-roofing-directory.vercel.app
- Metal Roof Vs. Shingle Cost In California (2026) · usconstructioncali.com