Do consumer reports rank CertainTeed Landmark shingles as the best overall value for asphalt roofing or should I look at Atlas instead?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do consumer reports rank CertainTeed Landmark shingles as the best overall value for asphalt roofing or should I look at Atlas instead?
1 real search · 1 real-search pass
Consumer Reports CertainTeed Landmark shingles best overall value asphalt roofing Atlas comparison; CertainTeed Landmark vs Atlas Pinnacle Pristine shingles warranty features independent reviewsGoogle ↗
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).
Searches and sources
ChatGPT1 real searches · gpt-6
Consumer Reports CertainTeed Landmark shingles best overall value asphalt roofing Atlas comparison; CertainTeed Landmark vs Atlas Pinnacle Pristine shingles warranty features independent reviews Google ↗
- Roofing Ratings & Reviews · consumerreports.org
- Atlas Pinnacle Pristine Roofing Review · consumerreports.org
- Best Roofing Reviews – Consumer Reports Reviews · consumerreports.org
- How to Shop for Roofing Shingles · consumerreports.org
- Roofing Buying Guide · consumerreports.org
Queries
1 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Consumer Reports CertainTeed Landmark shingles best overall value asphalt roofing Atlas comparison; CertainTeed Landmark vs Atlas Pinnacle Pristine shingles warranty features independent reviews OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |