Real ChatGPT answer · index seed2xNLxnWqy8ocompleteHome services and improvement · roofinginformational

How has the recent inflation in petroleum and metal commodities impacted the average per square installation cost for residential roofing in the Midwest?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How has the recent inflation in petroleum and metal commodities impacted the average per square installation cost for residential roofing in the Midwest?
2 real searches · 1 real-search pass
2026 Midwest residential roofing installation cost per square asphalt shingles metal roofing commodity prices petroleum steel aluminum inflation 2026Google ↗
OBSERVED
2026 asphalt shingle prices roofing material costs asphalt petroleum prices steel aluminum roofing cost trends MidwestGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
2026 Midwest residential roofing installation cost per square asphalt shingles metal roofing commodity prices petroleum steel aluminum inflation 2026 Google ↗
2026 asphalt shingle prices roofing material costs asphalt petroleum prices steel aluminum roofing cost trends Midwest Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Midwest residential roofing installation cost per square asphalt shingles metal roofing commodity prices petroleum steel aluminum inflation 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
2026 asphalt shingle prices roofing material costs asphalt petroleum prices steel aluminum roofing cost trends Midwest
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1