Real ChatGPT answer · index seedgOXox8Vsk4EcompleteHome services and improvement · roofingcomparison

Is architectural shingle installation really better than three tab for our local roofing company to pitch to residential clients on a tight budget?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is architectural shingle installation really better than three tab for our local roofing company to pitch to residential clients on a tight budget?
1 real search · 1 real-search pass
architectural shingles vs three tab shingles lifespan wind resistance warranty cost manufacturer roofing guideGoogle ↗
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
architectural shingles vs three tab shingles lifespan wind resistance warranty cost manufacturer roofing guide Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
architectural shingles vs three tab shingles lifespan wind resistance warranty cost manufacturer roofing guide
OBSERVED
Google ↗
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