Real ChatGPT answer · index seedr9J4xzRAZQccompleteHome services and improvement · contractors and remodelingcomparison
Can you compare Owens Corning and GAF shingles to see which holds up better against heavy snow and ice dams?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare Owens Corning and GAF shingles to see which holds up better against heavy snow and ice dams?
1 real search · 1 real-search pass
Owens Corning vs GAF asphalt shingles cold weather snow ice dams durability warranties underlayment official manufacturerGoogle ↗
OBSERVEDReason
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
Owens Corning vs GAF asphalt shingles cold weather snow ice dams durability warranties underlayment official manufacturer Google ↗
- Roof Shingles: Asphalt Roofing Shingles · gaf.com
- Total Protection Roofing System® · owenscorning.com
- GAF Roofing System protected by a Lifetime Warranty · gaf.com
- ^ Owens Corning Roofer’s Guide to Roof Installat · dcpd6wotaa0mb.cloudfront.net
- Protect Your Roof with Timberline AS II Shingles · gaf.com
- Recommendations for Installation of Asphalt Roofing Shingles in Cold Weather · asphaltroofing.org