Real ChatGPT answer · index seedrFHt6Wok7aEcompleteHome services and improvement · roofingcommercial
Can you find me consumer reports or reviews comparing the durability of cheap asphalt shingles versus premium brands?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you find me consumer reports or reviews comparing the durability of cheap asphalt shingles versus premium brands?
3 real searches · 1 real-search pass
asphalt shingle durability comparison 3-tab vs architectural premium brands independent testing reviews lifespan wind resistanceGoogle ↗
OBSERVED
Consumer Reports asphalt roofing shingles ratings durability premium brandsGoogle ↗
OBSERVED
roofing shingle reviews durability GAF Timberline Owens Corning Duration CertainTeed Landmark budget 3 tab comparison independentGoogle ↗
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
asphalt shingle durability comparison 3-tab vs architectural premium brands independent testing reviews lifespan wind resistance Google ↗
Consumer Reports asphalt roofing shingles ratings durability premium brands Google ↗
roofing shingle reviews durability GAF Timberline Owens Corning Duration CertainTeed Landmark budget 3 tab comparison independent Google ↗
- 3 Best AsphRoofing Shingles of 2026, Lab-Tested and Reviewed · consumerreports.org
- How to Shop for Roofing Shingles · consumerreports.org
- Roofing Ratings & Reviews · consumerreports.org
- Best Roofing Reviews – Consumer Reports Reviews · consumerreports.org
- Time to replace your roof? Consumer Reports tests the most cost-efficient asphalt shingles :: WRAL.com · wral.com
- Pricier shingles perform best in Consumer Reports tests · wral.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
asphalt shingle durability comparison 3-tab vs architectural premium brands independent testing reviews lifespan wind resistance OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Consumer Reports asphalt roofing shingles ratings durability premium brands OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
roofing shingle reviews durability GAF Timberline Owens Corning Duration CertainTeed Landmark budget 3 tab comparison independent OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |