Real ChatGPT answer · index seedjdQ3KyGCytMcompleteHome services and improvement · roofingcommercial

My retired neighbor recommended Tamko heritage shingles but I want to know about their current wind resistance ratings.

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My retired neighbor recommended Tamko heritage shingles but I want to know about their current wind resistance ratings.
2 real searches · 1 real-search pass
TAMKO Heritage shingles current wind resistance rating wind warranty 2026 officialGoogle ↗
OBSERVED
TAMKO Heritage shingles wind resistance rating ASTM D3161 Class F wind warranty official TAMKOGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
TAMKO Heritage shingles current wind resistance rating wind warranty 2026 official Google ↗
TAMKO Heritage shingles wind resistance rating ASTM D3161 Class F wind warranty official TAMKO Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
TAMKO Heritage shingles current wind resistance rating wind warranty 2026 official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
TAMKO Heritage shingles wind resistance rating ASTM D3161 Class F wind warranty official TAMKO
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1