Real ChatGPT answer · index seed6O6JHAETR30completeReal estate · new constructioncomparison

We are comparing asphalt shingles and metal roofing for our new commercial office build in Texas. Which holds up better against severe hail and summer heat?

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

The searches the AI actually ran for this prompt.

SEED QUERY
We are comparing asphalt shingles and metal roofing for our new commercial office build in Texas. Which holds up better against severe hail and summer heat?
3 real searches · 1 real-search pass
Texas commercial roofing hail resistance metal roof vs asphalt shingles UL 2218 FM Global hail guidanceGoogle ↗
OBSERVED
DOE cool roofs metal roofing asphalt shingles solar reflectance Texas summer heat commercial buildingsGoogle ↗
OBSERVED
IBHS hail resistant roofing metal roof asphalt shingles impact resistance testingGoogle ↗
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
Texas commercial roofing hail resistance metal roof vs asphalt shingles UL 2218 FM Global hail guidance Google ↗
DOE cool roofs metal roofing asphalt shingles solar reflectance Texas summer heat commercial buildings Google ↗
IBHS hail resistant roofing metal roof asphalt shingles impact resistance testing Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Texas commercial roofing hail resistance metal roof vs asphalt shingles UL 2218 FM Global hail guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
DOE cool roofs metal roofing asphalt shingles solar reflectance Texas summer heat commercial buildings
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
IBHS hail resistant roofing metal roof asphalt shingles impact resistance testing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1