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Is Tamko heritage shingles durability really that much worse than CertainTeed Landmark based on recent contractor reviews and customer complaints

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is Tamko heritage shingles durability really that much worse than CertainTeed Landmark based on recent contractor reviews and customer complaints
1 real search · 1 real-search pass
2025 2026 roofing contractor reviews complaints TAMKO Heritage shingles durability vs CertainTeed Landmark shingles failures granule loss cracking leaksGoogle ↗
OBSERVEDComparison

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.

ChatGPT real searches (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
2025 2026 roofing contractor reviews complaints TAMKO Heritage shingles durability vs CertainTeed Landmark shingles failures granule loss cracking leaks Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 2026 roofing contractor reviews complaints TAMKO Heritage shingles durability vs CertainTeed Landmark shingles failures granule loss cracking leaks
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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