Real ChatGPT answer · index seedhVfGnFBKdyAcompleteReal estate · new constructioncomparison

Choosing between asphalt shingles and a metal roof for a new construction home, considering upfront installation costs and long term energy savings in Texas.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Choosing between asphalt shingles and a metal roof for a new construction home, considering upfront installation costs and long term energy savings in Texas.
3 real searches · 1 real-search pass
Texas roofing cost asphalt shingles vs metal roof installed cost per square foot 2026 Texas energy savings cool roof metal asphalt shinglesGoogle ↗
OBSERVED
Texas energy efficiency metal roofing cool roof energy savings Department of Energy cool roofs asphalt shingles metal roofsGoogle ↗
OBSERVED
Texas roof lifespan asphalt shingles metal roof insurance hail wind Texas building codeGoogle ↗
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 roofing cost asphalt shingles vs metal roof installed cost per square foot 2026 Texas energy savings cool roof metal asphalt shingles Google ↗
Texas energy efficiency metal roofing cool roof energy savings Department of Energy cool roofs asphalt shingles metal roofs Google ↗
Texas roof lifespan asphalt shingles metal roof insurance hail wind Texas building code Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Texas roofing cost asphalt shingles vs metal roof installed cost per square foot 2026 Texas energy savings cool roof metal asphalt shingles
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Texas energy efficiency metal roofing cool roof energy savings Department of Energy cool roofs asphalt shingles metal roofs
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Texas roof lifespan asphalt shingles metal roof insurance hail wind Texas building code
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1