Real ChatGPT answer · index seedpvtHaGFB3OIcompleteHome services and improvement · roofingcommercial

Can you give me a detailed cost-benefit analysis of switching from traditional 3-tab asphalt shingles to a premium metal roof for a family of four?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you give me a detailed cost-benefit analysis of switching from traditional 3-tab asphalt shingles to a premium metal roof for a family of four?
2 real searches · 1 real-search pass
2026 residential roof replacement cost asphalt shingles 3 tab standing seam metal roof cost per square footGoogle ↗
OBSERVED
metal roof lifespan asphalt shingle lifespan energy savings cool roof insurance wind resistance 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

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 residential roof replacement cost asphalt shingles 3 tab standing seam metal roof cost per square foot
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
metal roof lifespan asphalt shingle lifespan energy savings cool roof insurance wind resistance official sources
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1