Real ChatGPT answer · index seedG3f8RW1dtV0completeReal estate · new constructionlocal

Does a metal roof help lower homeowner insurance enough to justify the upgrade cost over asphalt shingles on a new build in Gonzales?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Does a metal roof help lower homeowner insurance enough to justify the upgrade cost over asphalt shingles on a new build in Gonzales?
3 real searches · 1 real-search pass
Texas homeowners insurance discount metal roof asphalt shingles wind hail roof material discount Texas insurersGoogle ↗
OBSERVED
metal roof vs asphalt shingles installed cost per square foot 2026 Texas new constructionGoogle ↗
OBSERVED
Gonzales Texas hail wind risk homeowners insurance roofGoogle ↗
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 homeowners insurance discount metal roof asphalt shingles wind hail roof material discount Texas insurers Google ↗
metal roof vs asphalt shingles installed cost per square foot 2026 Texas new construction Google ↗
Gonzales Texas hail wind risk homeowners insurance roof Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Texas homeowners insurance discount metal roof asphalt shingles wind hail roof material discount Texas insurers
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
metal roof vs asphalt shingles installed cost per square foot 2026 Texas new construction
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Gonzales Texas hail wind risk homeowners insurance roof
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1