Real ChatGPT answer · index seedsJxZCx9Qav8completeHome services and improvement · roofinginformational

What are the long-term cost benefits of upgrading from cheap three-tab shingles to dimensional architectural shingles if I plan to stay in my house for ten years?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the long-term cost benefits of upgrading from cheap three-tab shingles to dimensional architectural shingles if I plan to stay in my house for ten years?
1 real search · 1 real-search pass
three tab vs architectural asphalt shingles lifespan wind resistance warranty cost resale value ten year homeowner comparisonGoogle ↗
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
three tab vs architectural asphalt shingles lifespan wind resistance warranty cost resale value ten year homeowner comparison Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
three tab vs architectural asphalt shingles lifespan wind resistance warranty cost resale value ten year homeowner comparison
OBSERVED
Google ↗
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