Real ChatGPT answer · index seedMeCDvo50CekcompleteHome services and improvement · roofinginformational

How much does metal roofing cost compared to architectural asphalt shingles for a house located in the Midwest?

ChatGPTgpt-61 query11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
How much does metal roofing cost compared to architectural asphalt shingles for a house located in the Midwest?
1 real search · 1 real-search pass
2026 Midwest installed cost architectural asphalt shingles standing seam metal roofing cost per square foot 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
2026 Midwest installed cost architectural asphalt shingles standing seam metal roofing cost per square foot 2026 Google ↗
  1. Standing Seam Metal Roof Cost in Minnesota (2026) · firstimpressionsexteriors.com
  2. Minnesota Roof Replacement Cost: $12,800–$18,300 (2026) · smartroofingcalculator.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Midwest installed cost architectural asphalt shingles standing seam metal roofing cost per square foot 2026
OBSERVED
Google ↗
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