Real ChatGPT answer · index seedr1URhGXqLTwcompleteReal estate · new constructioncommercial

Is there a noticeable difference in insurance rates for commercial buildings with metal roofs compared to asphalt shingle roofs?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is there a noticeable difference in insurance rates for commercial buildings with metal roofs compared to asphalt shingle roofs?
2 real searches · 1 real-search pass
commercial property insurance metal roof vs asphalt shingle roof premiums hail wind underwriting impactGoogle ↗
OBSERVED
commercial building insurance roofing material metal roof asphalt shingles insurer underwriting hail resistance fire ratingGoogle ↗
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
commercial property insurance metal roof vs asphalt shingle roof premiums hail wind underwriting impact Google ↗
commercial building insurance roofing material metal roof asphalt shingles insurer underwriting hail resistance fire rating Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial property insurance metal roof vs asphalt shingle roof premiums hail wind underwriting impact
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
commercial building insurance roofing material metal roof asphalt shingles insurer underwriting hail resistance fire rating
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1