Real ChatGPT answer · index seedLDEM4T3PsvocompleteHome services and improvement · contractors and remodelingcommercial
Analyze the current pricing trends for standing seam metal roofing versus architectural asphalt shingles for a 2500 square foot ranch home.
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The searches the AI actually ran for this prompt.
SEED QUERY
Analyze the current pricing trends for standing seam metal roofing versus architectural asphalt shingles for a 2500 square foot ranch home.
1 real search · 1 real-search pass
2026 Houston Texas standing seam metal roof cost per square foot installed architectural asphalt shingles cost trends roofing pricesGoogle ↗
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 Houston Texas standing seam metal roof cost per square foot installed architectural asphalt shingles cost trends roofing prices Google ↗
- How Much Does a New Roof Cost in Houston, TX? (2026 Guide) · lead-tools.com
- How Much Does Roof Replacement Cost In Houston, TX? A 2026 Price Guide For Homeowners · woodlandsonline.com
- How Much Does a Metal Roof Cost in Houston, TX? · angi.com
- Roof Replacement Cost in Houston, TX (2026): $11K–$22K · roofcostindex.com
- Standing Seam Metal Roof in TX: Cost & Life · arproofing.com
- Roof Replacement Cost in Texas by Material · arproofing.com