What specific architectural shingle brands are currently outperforming Tamko Heritage in independent accelerated weathering tests for granule retention?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What specific architectural shingle brands are currently outperforming Tamko Heritage in independent accelerated weathering tests for granule retention?
3 real searches · 1 real-search pass
independent accelerated weathering test granule retention asphalt shingles Tamko Heritage comparative results 2026Google ↗
OBSERVED
architectural asphalt shingles accelerated weathering test granule retention Tamko Heritage independent testing brands comparisonGoogle ↗
OBSERVED
roofing shingles granule loss accelerated weathering independent laboratory test brand comparison GAF CertainTeed Owens Corning Atlas Tamko HeritageGoogle ↗
OBSERVED
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 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
independent accelerated weathering test granule retention asphalt shingles Tamko Heritage comparative results 2026 Google ↗
architectural asphalt shingles accelerated weathering test granule retention Tamko Heritage independent testing brands comparison Google ↗
roofing shingles granule loss accelerated weathering independent laboratory test brand comparison GAF CertainTeed Owens Corning Atlas Tamko Heritage Google ↗
- ROOF SHINGLE HAIL IMPACT RATINGS · fortifiedhome.org
- PowerPoint Presentation · crca.org
- Best Asphalt Shingles 2020: A Roofing Shingles Guide By Roofing Insights · roofinginsights.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
independent accelerated weathering test granule retention asphalt shingles Tamko Heritage comparative results 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
architectural asphalt shingles accelerated weathering test granule retention Tamko Heritage independent testing brands comparison OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
roofing shingles granule loss accelerated weathering independent laboratory test brand comparison GAF CertainTeed Owens Corning Atlas Tamko Heritage OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |