Real ChatGPT answer · index seedcL7yita9ydUcompleteHome services and improvement · roofinginformational

Are metal roofs much more expensive than asphalt upfront and what do current prices look like?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are metal roofs much more expensive than asphalt upfront and what do current prices look like?
2 real searches · 1 real-search pass
2026 Milwaukee Wisconsin roof replacement cost asphalt shingles metal roof installed cost per square footGoogle ↗
OBSERVED
2026 national metal roof vs asphalt shingle roof installed cost 2026 standing seam corrugated panelsGoogle ↗
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 Milwaukee Wisconsin roof replacement cost asphalt shingles metal roof installed cost per square foot Google ↗
2026 national metal roof vs asphalt shingle roof installed cost 2026 standing seam corrugated panels Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Milwaukee Wisconsin roof replacement cost asphalt shingles metal roof installed cost per square foot
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
2026 national metal roof vs asphalt shingle roof installed cost 2026 standing seam corrugated panels
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1