Real ChatGPT answer · index seed7j8Nqch0T7AcompleteHome services and improvement · roofinginformational
Where can I find independent durability ratings for Tamko heritage shingles compared to other leading brands on the market?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Where can I find independent durability ratings for Tamko heritage shingles compared to other leading brands on the market?
2 real searches · 1 real-search pass
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
independent asphalt roofing shingle durability ratings TAMKO Heritage comparison GAF CertainTeed Owens Corning Consumer Reports testing Google ↗
asphalt shingle performance testing durability ratings independent laboratory ASTM D7158 D3462 UL 2218 IBHS roof shingles Google ↗
- Roofing Ratings & Reviews · consumerreports.org
- Best Roofing Reviews – Consumer Reports Reviews · consumerreports.org
- 3 Best AsphRoofing Shingles of 2026, Lab-Tested and Reviewed · consumerreports.org
- IBHS Releases Its Most Expansive Impact-Resistant Shingle Ratings to Date – Insurance Institute for Business & Home Safety · ibhs.org
- Shingle Performance Ratings – Insurance Institute for Business & Home Safety · ibhs.org
- Roof Aging Farm: 10-Year WIND Performance of Asphalt Shingles Research – Insurance Institute for Business & Home Safety · ibhs.org
- PRI Validation Program for Building Materials · pri-group.com
- Asphalt Shingle Product and Test Standards · asphaltroofing.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
independent asphalt roofing shingle durability ratings TAMKO Heritage comparison GAF CertainTeed Owens Corning Consumer Reports testing OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
asphalt shingle performance testing durability ratings independent laboratory ASTM D7158 D3462 UL 2218 IBHS roof shingles OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |