Real ChatGPT answer · index seedr1SXvVozCSccompleteReal estate · new constructioncommercial

I am comparing quotes for a standing seam metal roof versus architectural shingles on a new construction rambler and need to know which lasts longer in snow

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

The searches the AI actually ran for this prompt.

SEED QUERY
I am comparing quotes for a standing seam metal roof versus architectural shingles on a new construction rambler and need to know which lasts longer in snow
2 real searches · 1 real-search pass
standing seam metal roofing vs architectural asphalt shingles lifespan snow ice dams snow guards cold climate building scienceGoogle ↗
OBSERVED
standing seam metal roof snow retention snow guards ice dams roof design cold climate NRCAGoogle ↗
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
standing seam metal roofing vs architectural asphalt shingles lifespan snow ice dams snow guards cold climate building science Google ↗
standing seam metal roof snow retention snow guards ice dams roof design cold climate NRCA Google ↗
  1. Metal Roofs · basc.pnnl.gov
  2. Does your Product Meet Code Requirements · metalconstruction.org
  3. 34 # STANDING SEAM METAL ROOFING SYSTEMS IN COLD · nrcawebstorage.blob.core.windows.net
  4. Resources · nrca.net
  5. Snow, Ice and Standing Seam Roofs · nrca.net

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
standing seam metal roofing vs architectural asphalt shingles lifespan snow ice dams snow guards cold climate building science
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
standing seam metal roof snow retention snow guards ice dams roof design cold climate NRCA
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1