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How do asphalt shingles hold up against high winds compared to metal roofing in areas with severe weather like tornado alley?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do asphalt shingles hold up against high winds compared to metal roofing in areas with severe weather like tornado alley?
2 real searches · 1 real-search pass
FEMA roof wind resistance asphalt shingles metal roofing tornado wind uplift roof covering testingGoogle ↗
OBSERVED
IBHS FORTIFIED roof asphalt shingles metal roofing high wind installation wind ratingsGoogle ↗
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
FEMA roof wind resistance asphalt shingles metal roofing tornado wind uplift roof covering testing Google ↗
IBHS FORTIFIED roof asphalt shingles metal roofing high wind installation wind ratings Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FEMA roof wind resistance asphalt shingles metal roofing tornado wind uplift roof covering testing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
IBHS FORTIFIED roof asphalt shingles metal roofing high wind installation wind ratings
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1