Real ChatGPT answer · index seedgumbQMLqXFkcompleteReal estate · new constructionlocal

How much more expensive is it to upgrade from asphalt shingle versus metal roofing on a custom new build in Belle Chasse?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How much more expensive is it to upgrade from asphalt shingle versus metal roofing on a custom new build in Belle Chasse?
1 real search · 1 real-search pass
2026 2025 standing seam metal roofing vs architectural asphalt shingle installed cost per square foot Louisiana Gulf Coast new constructionGoogle ↗
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 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
2026 2025 standing seam metal roofing vs architectural asphalt shingle installed cost per square foot Louisiana Gulf Coast new construction Google ↗
  1. Metal Roofing Cost Guide · gulfcoastmetalroofguide.com
  2. Roof Replacement Cost in Louisiana (2026) · betterhouse.io

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 2025 standing seam metal roofing vs architectural asphalt shingle installed cost per square foot Louisiana Gulf Coast new construction
OBSERVED
Google ↗
AI Mode ↗
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