Real ChatGPT answer · index seedbqdyastvQeocompleteHome services and improvement · roofingcomparison
Is CertainTeed Landmark shingle quality actually worth the extra money compared to cheaper generic brands when I am on a tight post college budget?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is CertainTeed Landmark shingle quality actually worth the extra money compared to cheaper generic brands when I am on a tight post college budget?
1 real search · 1 real-search pass
CertainTeed Landmark shingles warranty specifications wind rating algae resistance compare generic architectural shingles value 2026Google ↗
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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
CertainTeed Landmark shingles warranty specifications wind rating algae resistance compare generic architectural shingles value 2026 Google ↗
- Landmark® · certainteed.com
- Landmark Shingles · buildsite.com