What do independent consumer magazines say about the quality and longevity of CertainTeed Landmark shingles compared to other brands
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do independent consumer magazines say about the quality and longevity of CertainTeed Landmark shingles compared to other brands
3 real searches · 1 real-search pass
independent consumer magazine CertainTeed Landmark shingles review durability longevity comparison asphalt shingles Consumer ReportsGoogle ↗
OBSERVEDComparison
site:consumerreports.org asphalt roofing shingles CertainTeed Landmark ratingsGoogle ↗
OBSERVEDOther / navigational
roofing shingles consumer magazine tests CertainTeed Landmark GAF Owens Corning longevity independentGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
independent consumer magazine CertainTeed Landmark shingles review durability longevity comparison asphalt shingles Consumer Reports Google ↗
site:consumerreports.org asphalt roofing shingles CertainTeed Landmark ratings Google ↗
roofing shingles consumer magazine tests CertainTeed Landmark GAF Owens Corning longevity independent Google ↗
- CertainTeed Landmark Roofing Review · consumerreports.org
- Roofing Buying Guide · consumerreports.org
- Roofing Ratings & Reviews · consumerreports.org
- 3 Best AsphRoofing Shingles of 2026, Lab-Tested and Reviewed · consumerreports.org
- How to Shop for Roofing Shingles · consumerreports.org
- Reviewing CertainTeed's Landmark Shingles (Roofer Tested) · roofinginsights.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
independent consumer magazine CertainTeed Landmark shingles review durability longevity comparison asphalt shingles Consumer Reports OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
site:consumerreports.org asphalt roofing shingles CertainTeed Landmark ratings OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
roofing shingles consumer magazine tests CertainTeed Landmark GAF Owens Corning longevity independent OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |