Real ChatGPT answer · index seedkipWRtLaQ6gcompleteHome services and improvement · roofingcommercial
I need to replace my leaking roof on a strict budget, so which is cheaper upfront, architectural asphalt shingles or standing seam metal?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need to replace my leaking roof on a strict budget, so which is cheaper upfront, architectural asphalt shingles or standing seam metal?
1 real search · 1 real-search pass
2026 asphalt shingle roof replacement cost architectural shingles standing seam metal cost per square foot Florida 2026Google ↗
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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 asphalt shingle roof replacement cost architectural shingles standing seam metal cost per square foot Florida 2026 Google ↗
- Roof Replacement Cost in Florida 2026 | Pricing Guide · roofvista.com
- Roof Replacement Cost in Florida by Region (2026 Prices) · floridaroofprice.com