Real ChatGPT answer · index seedTGasV8CN1NIcompleteReal estate · new constructionlocal

Comparing asphalt shingle versus metal roofing durability for hail storms in the Charlotte North Carolina area

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

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing asphalt shingle versus metal roofing durability for hail storms in the Charlotte North Carolina area
3 real searches · 1 real-search pass
Charlotte North Carolina hail frequency severe thunderstorms roofing hail damage climateGoogle ↗
OBSERVED
Class 4 impact resistant asphalt shingles versus standing seam metal roofing hail durability insurance UL 2218 manufacturer guidanceGoogle ↗
OBSERVED
metal roofing hail damage cosmetic dents aluminum steel standing seam warranty hail resistanceGoogle ↗
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
Charlotte North Carolina hail frequency severe thunderstorms roofing hail damage climate Google ↗
Class 4 impact resistant asphalt shingles versus standing seam metal roofing hail durability insurance UL 2218 manufacturer guidance Google ↗
metal roofing hail damage cosmetic dents aluminum steel standing seam warranty hail resistance Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Charlotte North Carolina hail frequency severe thunderstorms roofing hail damage climate
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Class 4 impact resistant asphalt shingles versus standing seam metal roofing hail durability insurance UL 2218 manufacturer guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
metal roofing hail damage cosmetic dents aluminum steel standing seam warranty hail resistance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1