Real ChatGPT answer · index seedNhvmGvboqywcompleteHome services and improvement · roofingcomparison

Which is better for resale value on a starter home in a rainy region, a brand new architectural asphalt roof or a budget metal roof?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which is better for resale value on a starter home in a rainy region, a brand new architectural asphalt roof or a budget metal roof?
2 real searches · 1 real-search pass
metal roof vs asphalt shingles resale value buyer appeal installation quality rainy climate roofingGoogle ↗
OBSERVED
resale value architectural asphalt shingles vs budget metal roof buyer perception roofing ROI rainy climateGoogle ↗
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
metal roof vs asphalt shingles resale value buyer appeal installation quality rainy climate roofing Google ↗
resale value architectural asphalt shingles vs budget metal roof buyer perception roofing ROI rainy climate Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
metal roof vs asphalt shingles resale value buyer appeal installation quality rainy climate roofing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
resale value architectural asphalt shingles vs budget metal roof buyer perception roofing ROI rainy climate
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1