Real ChatGPT answer · index seedUvXzHvswgHYcompleteHome services and improvement · roofinginformational
How do CertainTeed Landmark shingle quality ratings compare to Tamko heritage shingles durability for long-term value?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do CertainTeed Landmark shingle quality ratings compare to Tamko heritage shingles durability for long-term value?
1 real search · 1 real-search pass
CertainTeed Landmark vs TAMKO Heritage shingles durability warranty wind algae specifications independent reviewsGoogle ↗
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)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
CertainTeed Landmark vs TAMKO Heritage shingles durability warranty wind algae specifications independent reviews Google ↗
- Landmark Shingles · buildsite.com
- Landmark Shingles · buildsite.com
- Heritage® Architectural Shingles · tamko.com
- HERITAGE® ARCHITECTURAL ASPHALT SHINGLES MANUF · tamko.com
- TAMKO Launches New Limited Lifetime Warranty · tamko.com
- Roofing Warranty Center · tamko.com
- Roofing Ratings & Reviews · consumerreports.org