Real ChatGPT answer · index seedKAaWinfE7BocompleteHome services and improvement · roofingcomparison

architectural shingles versus corrugated metal roofing which offers the lowest long term cost of ownership for a suburban home

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
architectural shingles versus corrugated metal roofing which offers the lowest long term cost of ownership for a suburban home
2 real searches · 1 real-search pass
architectural asphalt shingles lifespan installed cost corrugated metal roofing cost lifespan Florida wind roof official sourcesGoogle ↗
OBSERVED
Florida building code metal roof asphalt shingles wind resistance roofing homeowners insurance roof lifespan officialGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
architectural asphalt shingles lifespan installed cost corrugated metal roofing cost lifespan Florida wind roof official sources Google ↗
Florida building code metal roof asphalt shingles wind resistance roofing homeowners insurance roof lifespan official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
architectural asphalt shingles lifespan installed cost corrugated metal roofing cost lifespan Florida wind roof official sources
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Florida building code metal roof asphalt shingles wind resistance roofing homeowners insurance roof lifespan official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1