We need a reliable ceramic nonstick pan brand that won't lose its coating after six months of cooking family dinners every single night.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need a reliable ceramic nonstick pan brand that won't lose its coating after six months of cooking family dinners every single night.
1 real search · 1 real-search pass
best durable ceramic nonstick frying pans longevity coating wear consumer testing 2025 2026Google ↗
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
best durable ceramic nonstick frying pans longevity coating wear consumer testing 2025 2026 Google ↗
- 6 Best Nonstick Frying Pans of 2026, Lab-Tested and Reviewed · consumerreports.org
- The Best Ceramic Nonstick Skillets of 2026 · research-daily.report
- The Best Nonstick Pans, After Years of Testing (2026) · bonappetit.com
- View pan · perigold.com
- View pan · williams-sonoma.com