Real ChatGPT answer · index seed8zxI2om9WlQcompleteHome services and improvement · roofingcommercial

Is it worth upgrading to a metal roof when replacing our current asphalt one if we plan on staying in this neighborhood for another twenty years with our growing family?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it worth upgrading to a metal roof when replacing our current asphalt one if we plan on staying in this neighborhood for another twenty years with our growing family?
1 real search · 1 real-search pass
metal roof vs asphalt shingles lifespan cost Michigan climate 2026 homeowner guidanceGoogle ↗
OBSERVEDComparison

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.

ChatGPT real searches (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
metal roof vs asphalt shingles lifespan cost Michigan climate 2026 homeowner guidance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1