Real ChatGPT answer · index seedxD3M1x5E50EcompleteHome services and improvement · roofingbrand

Why are metal roof retrofits over existing asphalt shingles discouraged by building science experts in humid continental climate zones?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Why are metal roof retrofits over existing asphalt shingles discouraged by building science experts in humid continental climate zones?
3 real searches · 1 real-search pass
building science metal roof installed over existing asphalt shingles moisture ventilation condensation roof retrofit humid climateGoogle ↗
OBSERVED
Building America roof retrofit metal roofing over shingles vapor moisture roof deck ventilation condensationGoogle ↗
OBSERVED
NRCA metal roof recover asphalt shingles building code moisture concerns ventilationGoogle ↗
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
building science metal roof installed over existing asphalt shingles moisture ventilation condensation roof retrofit humid climate Google ↗
Building America roof retrofit metal roofing over shingles vapor moisture roof deck ventilation condensation Google ↗
NRCA metal roof recover asphalt shingles building code moisture concerns ventilation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
building science metal roof installed over existing asphalt shingles moisture ventilation condensation roof retrofit humid climate
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Building America roof retrofit metal roofing over shingles vapor moisture roof deck ventilation condensation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
NRCA metal roof recover asphalt shingles building code moisture concerns ventilation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1