Real ChatGPT answer · index seedXwYrjULRHxEcompleteHome services and improvement · roofingcommercial
My neighbor said CertainTeed Landmark PRO shingles are worth the extra money over the base model, but what is the real difference in durability during heavy storms?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My neighbor said CertainTeed Landmark PRO shingles are worth the extra money over the base model, but what is the real difference in durability during heavy storms?
1 real search · 1 real-search pass
CertainTeed Landmark PRO vs Landmark shingles specifications wind warranty impact resistance algae warranty heavy storm differences manufacturerGoogle ↗
OBSERVEDConsequence
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 PRO vs Landmark shingles specifications wind warranty impact resistance algae warranty heavy storm differences manufacturer Google ↗
- Landmark · certainteed.com
- Landmark · totalcladdingandroofing.com
- Landmark® PRO · certainteed.com
- Landmark PRO · totalcladdingandroofing.com
- Landmark PRO · buildsite.com