Real ChatGPT answer · index seedsxSxkX74yDUcompleteHome services and improvement · roofinginformational
What is the expected lifespan of Tamko Heritage shingles compared to architectural options from GAF or Owens Corning?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the expected lifespan of Tamko Heritage shingles compared to architectural options from GAF or Owens Corning?
1 real search · 1 real-search pass
TAMKO Heritage architectural shingles expected lifespan warranty limited lifetime GAF Timberline Owens Corning Duration lifespan comparisonGoogle ↗
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
TAMKO Heritage architectural shingles expected lifespan warranty limited lifetime GAF Timberline Owens Corning Duration lifespan comparison Google ↗
- Heritage® Architectural Shingles · tamko.com
- # Maximize Your Roof’s Performance · tamko.com