Real ChatGPT answer · index seedDuknLXGyoKQcompleteHome services and improvement · roofinginformational

Could you look up recent customer satisfaction ratings for Tamko heritage shingles and tell me how their warranty compares to architectural shingles from Owens Corning or CertainTeed?

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

SEED QUERY
Could you look up recent customer satisfaction ratings for Tamko heritage shingles and tell me how their warranty compares to architectural shingles from Owens Corning or CertainTeed?
1 real search · 1 real-search pass
2026 TAMKO Heritage shingles customer reviews ratings satisfaction warranty comparison Owens Corning CertainTeed Landmark architectural shinglesGoogle ↗
OBSERVED

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

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Classifying 1 queries…

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ChatGPT1 real searches · gpt-6
2026 TAMKO Heritage shingles customer reviews ratings satisfaction warranty comparison Owens Corning CertainTeed Landmark architectural shingles Google ↗

Queries

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Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 TAMKO Heritage shingles customer reviews ratings satisfaction warranty comparison Owens Corning CertainTeed Landmark architectural shingles
OBSERVED
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