Real ChatGPT answer · index seedxSkTIRKNF54completeHome services and improvement · contractors and remodelingcomparison
Which exterior house paint brand is holding up best in humid climates according to recent contractor reviews because I need to buy gallons today?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which exterior house paint brand is holding up best in humid climates according to recent contractor reviews because I need to buy gallons today?
1 real search · 1 real-search pass
2026 contractor reviews best exterior paint humid climates mildew resistance Sherwin Williams Duration Benjamin Moore Aura Behr DynastyGoogle ↗
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
2026 contractor reviews best exterior paint humid climates mildew resistance Sherwin Williams Duration Benjamin Moore Aura Behr Dynasty Google ↗
- 3 Best Exterior Paints of 2026, Lab-Tested and Reviewed · consumerreports.org
- The most weather-resistant exterior paints in 2026: Consumer Reports · qz.com
- JD POWER FOR IMMEDIATE RELEASE # Exterior Paint · jdpower.com