Real ChatGPT answer · index seedWUOxOwPp8vAcompleteReal estate · new constructioninformational

Do metal roofs really last longer than asphalt shingles in areas with heavy hail and extreme weather?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Do metal roofs really last longer than asphalt shingles in areas with heavy hail and extreme weather?
2 real searches · 1 real-search pass
metal roofing vs asphalt shingles hail resistance impact ratings UL 2218 Class 4 standing seam hail damage insuranceGoogle ↗
OBSERVED
FEMA hail resistant roofing metal roofs asphalt shingles hail durability extreme wind roof guidanceGoogle ↗
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
metal roofing vs asphalt shingles hail resistance impact ratings UL 2218 Class 4 standing seam hail damage insurance Google ↗
FEMA hail resistant roofing metal roofs asphalt shingles hail durability extreme wind roof guidance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
metal roofing vs asphalt shingles hail resistance impact ratings UL 2218 Class 4 standing seam hail damage insurance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
FEMA hail resistant roofing metal roofs asphalt shingles hail durability extreme wind roof guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1