Real ChatGPT answer · index seed2teZrvU6LRccompleteHome services and improvement · roofingcommercial

Do contractors recommend Tamko heritage shingles for commercial properties with complex roof pitches and multiple valleys

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

The searches the AI actually ran for this prompt.

SEED QUERY
Do contractors recommend Tamko heritage shingles for commercial properties with complex roof pitches and multiple valleys
2 real searches · 1 real-search pass
TAMKO Heritage shingles installation instructions valley roof pitch warranty commercial buildings contractor reviewsGoogle ↗
OBSERVED
TAMKO Heritage architectural shingles technical data wind warranty officialGoogle ↗
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 installation instructions valley roof pitch warranty commercial buildings contractor reviews Google ↗
TAMKO Heritage architectural shingles technical data wind warranty official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
TAMKO Heritage shingles installation instructions valley roof pitch warranty commercial buildings contractor reviews
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
TAMKO Heritage architectural shingles technical data wind warranty official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1