Real ChatGPT answer · index seedAMuINy8IKGYcompleteHome services and improvement · roofingcommercial

How does the total cost of ownership over thirty years compare between a standard asphalt roof and a mid-range metal roof?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does the total cost of ownership over thirty years compare between a standard asphalt roof and a mid-range metal roof?
2 real searches · 1 real-search pass
2026 roofing costs asphalt shingles vs standing seam metal roof installation cost lifespan maintenance 2026Google ↗
OBSERVED
Connecticut asphalt shingle roof replacement cost metal roof cost lifespan 2026Google ↗
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
2026 roofing costs asphalt shingles vs standing seam metal roof installation cost lifespan maintenance 2026 Google ↗
Connecticut asphalt shingle roof replacement cost metal roof cost lifespan 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 roofing costs asphalt shingles vs standing seam metal roof installation cost lifespan maintenance 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Connecticut asphalt shingle roof replacement cost metal roof cost lifespan 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1