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Which budget friendly brands offer quality comparable to Tamko heritage shingles durability without the steep markup on name recognition

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which budget friendly brands offer quality comparable to Tamko heritage shingles durability without the steep markup on name recognition
1 real search · 1 real-search pass
TAMKO Heritage shingles durability comparison budget architectural asphalt shingle brands Owens Corning Oakridge IKO Cambridge Atlas Pinnacle GAF Timberline warranty wind algae resistanceGoogle ↗
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 durability comparison budget architectural asphalt shingle brands Owens Corning Oakridge IKO Cambridge Atlas Pinnacle GAF Timberline warranty wind algae resistance Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
TAMKO Heritage shingles durability comparison budget architectural asphalt shingle brands Owens Corning Oakridge IKO Cambridge Atlas Pinnacle GAF Timberline warranty wind algae resistance
OBSERVED
Google ↗
AI Mode ↗
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