Real ChatGPT answer · index seedI4gWiW9i7mAcompleteReal estate · new constructioninformational

We are trying to decide if we should let the builder install standard asphalt shingles or pay out of pocket for a standing seam metal roof on our new one level home.

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are trying to decide if we should let the builder install standard asphalt shingles or pay out of pocket for a standing seam metal roof on our new one level home.
2 real searches · 1 real-search pass
standing seam metal roof vs asphalt shingles cost lifespan wind resistance hail energy efficiency authoritative source LouisianaGoogle ↗
OBSERVEDComparison
Louisiana residential roofing wind code metal roof standing seam installation requirements insurance discountsGoogle ↗
OBSERVEDInstruction

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 (2)
Short factOther / navigationalComparison50%ConsequenceReasonDefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
standing seam metal roof vs asphalt shingles cost lifespan wind resistance hail energy efficiency authoritative source Louisiana Google ↗
Louisiana residential roofing wind code metal roof standing seam installation requirements insurance discounts Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
standing seam metal roof vs asphalt shingles cost lifespan wind resistance hail energy efficiency authoritative source Louisiana
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Louisiana residential roofing wind code metal roof standing seam installation requirements insurance discounts
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1