Real ChatGPT answer · index seedL7TPhdXz4r8completeHome services and improvement · roofingcomparison

how long does a complete asphalt shingle roof replacement take versus a metal roof upgrade and which disrupts daily life less

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

The searches the AI actually ran for this prompt.

SEED QUERY
how long does a complete asphalt shingle roof replacement take versus a metal roof upgrade and which disrupts daily life less
2 real searches · 1 real-search pass
asphalt shingle roof replacement installation time metal roof installation duration homeowner disruption noise comparisonGoogle ↗
OBSERVED
Corpus Christi Texas roofing climate metal roof asphalt shingles wind salt corrosion coastal roofing considerationsGoogle ↗
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
asphalt shingle roof replacement installation time metal roof installation duration homeowner disruption noise comparison Google ↗
Corpus Christi Texas roofing climate metal roof asphalt shingles wind salt corrosion coastal roofing considerations Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
asphalt shingle roof replacement installation time metal roof installation duration homeowner disruption noise comparison
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Corpus Christi Texas roofing climate metal roof asphalt shingles wind salt corrosion coastal roofing considerations
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1