Real ChatGPT answer · index seedxun1mOABzLAcompleteHome services and improvement · roofingcomparison

Are architectural shingles really that much more durable than three-tab shingles to justify the twenty percent price increase on a tight budget

ChatGPTgpt-61 query11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Are architectural shingles really that much more durable than three-tab shingles to justify the twenty percent price increase on a tight budget
1 real search · 1 real-search pass
architectural shingles vs 3 tab shingles lifespan wind resistance manufacturer warranty installation durabilityGoogle ↗
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 3 tab shingles lifespan wind resistance manufacturer warranty installation durability Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
architectural shingles vs 3 tab shingles lifespan wind resistance manufacturer warranty installation durability
OBSERVED
Google ↗
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