Real ChatGPT answer · index seedTaW1QK34qlYcompleteHome services and improvement · roofinginformational
What is the best way to melt ice dams on a steep pitched roof without damaging the shingles underneath
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the best way to melt ice dams on a steep pitched roof without damaging the shingles underneath
1 real search · 1 real-search pass
safe ice dam removal calcium chloride roof shingles avoid damage extension serviceGoogle ↗
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
safe ice dam removal calcium chloride roof shingles avoid damage extension service Google ↗
- Resources · nrca.net
- Ice Dam Prevention- IB Flyer · insuranceboard.org
- Dealing with and preventing ice dams · extension.umn.edu
- Brought To You By: · auburnny.gov
- Ice dams on the roof can damage your home · extension.missouri.edu