Real ChatGPT answer · index seedVyN6Ipt8w2kcompleteReal estate · real estate investingcomparison

Should I compare roof replacement costs using architectural shingles versus standing seam metal for my rental portfolio in Georgia

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

The searches the AI actually ran for this prompt.

SEED QUERY
Should I compare roof replacement costs using architectural shingles versus standing seam metal for my rental portfolio in Georgia
2 real searches · 1 real-search pass
Georgia 2026 roof replacement cost architectural shingles standing seam metal cost per square foot lifespan wind resistanceGoogle ↗
OBSERVED
Georgia climate roofing code wind hail insurance discounts metal roof asphalt shingles official sourcesGoogle ↗
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
Georgia 2026 roof replacement cost architectural shingles standing seam metal cost per square foot lifespan wind resistance Google ↗
Georgia climate roofing code wind hail insurance discounts metal roof asphalt shingles official sources Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Georgia 2026 roof replacement cost architectural shingles standing seam metal cost per square foot lifespan wind resistance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Georgia climate roofing code wind hail insurance discounts metal roof asphalt shingles official sources
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1