Real ChatGPT answer · index seedB1xGKdt88iQcompleteReal estate · new constructioninformational

Which roofing material holds up better against high winds and severe thunderstorms in the Midwest, architectural shingles or a modern metal roof?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which roofing material holds up better against high winds and severe thunderstorms in the Midwest, architectural shingles or a modern metal roof?
2 real searches · 1 real-search pass
IBHS roof wind resistance metal roofing architectural asphalt shingles severe thunderstorms hail installation guidanceGoogle ↗
OBSERVED
FEMA metal roofing wind resistance standing seam asphalt shingles wind uplift hail 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
IBHS roof wind resistance metal roofing architectural asphalt shingles severe thunderstorms hail installation guidance Google ↗
FEMA metal roofing wind resistance standing seam asphalt shingles wind uplift hail roof guidance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IBHS roof wind resistance metal roofing architectural asphalt shingles severe thunderstorms hail installation guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
FEMA metal roofing wind resistance standing seam asphalt shingles wind uplift hail roof guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1