Real ChatGPT answer · index seedinksSM5eHbQcompleteHome services and improvement · roofingcommercial

Are Tamko heritage shingles worth the extra cost over standard three-tab shingles for a house that takes a beating from severe weather every spring?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are Tamko heritage shingles worth the extra cost over standard three-tab shingles for a house that takes a beating from severe weather every spring?
1 real search · 1 real-search pass
TAMKO Heritage shingles official specifications wind warranty impact rating vs three tab shinglesGoogle ↗
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
TAMKO Heritage shingles official specifications wind warranty impact rating vs three tab shingles Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
TAMKO Heritage shingles official specifications wind warranty impact rating vs three tab shingles
OBSERVED
Google ↗
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