Real ChatGPT answer · index seedmC55wlRCH4AcompleteHome services and improvement · roofingcomparison
What separates CertainTeed Landmark shingles from Atlas Pinnacle Pristine when getting contractor bids for replacing an aging roof?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What separates CertainTeed Landmark shingles from Atlas Pinnacle Pristine when getting contractor bids for replacing an aging roof?
1 real search · 1 real-search pass
CertainTeed Landmark vs Atlas Pinnacle Pristine shingle specifications warranty wind algae protection comparison manufacturerGoogle ↗
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
CertainTeed Landmark vs Atlas Pinnacle Pristine shingle specifications warranty wind algae protection comparison manufacturer Google ↗
- Landmark® · certainteed.com
- PRODUCT DATA SHEET · atlasroofing.com
- Pinnacle® Pristine · atlasroofing.com