Real ChatGPT answer · index seedG8cpug4hXPkcompleteHome services and improvement · contractors and remodelingcommercial
Which exterior house paint brands hold up best against harsh northern winters according to recent expert tests?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which exterior house paint brands hold up best against harsh northern winters according to recent expert tests?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
best exterior house paint tests durability cold climates freeze thaw Consumer Reports 2025 2026 Google ↗
exterior paint ratings expert tests best brands Benjamin Moore Sherwin Williams Behr durability weather resistance 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
- Consumer Reports · behr.com
- 6 Best Exterior Paints of 2025, According to Testing · housebeautiful.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best exterior house paint tests durability cold climates freeze thaw Consumer Reports 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
exterior paint ratings expert tests best brands Benjamin Moore Sherwin Williams Behr durability weather resistance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |