Real ChatGPT answer · index seedoowrC2W5a8scompleteReal estate · new constructioncommercial

Looking for unbiased reviews on whether metal roofs hold up better than asphalt shingles against high winds in coastal areas.

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for unbiased reviews on whether metal roofs hold up better than asphalt shingles against high winds in coastal areas.
3 real searches · 1 real-search pass
independent comparison metal roofing vs asphalt shingles high wind coastal areas wind resistance testing FEMA IBHS Florida building codeGoogle ↗
OBSERVED
FEMA roof covering metal panels asphalt shingles hurricane wind performance installation coastal corrosionGoogle ↗
OBSERVED
IBHS FORTIFIED roof asphalt shingles metal roof wind resistance testing high wind coastalGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
independent comparison metal roofing vs asphalt shingles high wind coastal areas wind resistance testing FEMA IBHS Florida building code Google ↗
FEMA roof covering metal panels asphalt shingles hurricane wind performance installation coastal corrosion Google ↗
IBHS FORTIFIED roof asphalt shingles metal roof wind resistance testing high wind coastal Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
independent comparison metal roofing vs asphalt shingles high wind coastal areas wind resistance testing FEMA IBHS Florida building code
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
FEMA roof covering metal panels asphalt shingles hurricane wind performance installation coastal corrosion
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
IBHS FORTIFIED roof asphalt shingles metal roof wind resistance testing high wind coastal
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1