Where can I buy CertainTeed Landmark shingles directly if my contractor is charging an insane markup on materials?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Where can I buy CertainTeed Landmark shingles directly if my contractor is charging an insane markup on materials?
1 real search · 1 real-search pass
CertainTeed Landmark shingles where to buy homeowner direct purchase distributor St. Petersburg FloridaGoogle ↗
OBSERVEDOther / navigational
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 where to buy homeowner direct purchase distributor St. Petersburg Florida Google ↗
- CertainTeed – Find a Retailer or Distributor · certainteed.com
- CertainTeed customer service: 800-233-8990 · certainteed.com
- Contact Us · certainteed.com
- Roof Shingles for Sale · aroofingsupply.com