Are ceramic frying pans actually nonstick long term or do they lose their coating after a few months of daily cooking?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are ceramic frying pans actually nonstick long term or do they lose their coating after a few months of daily cooking?
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). 2 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
ceramic nonstick cookware durability coating loses nonstick performance daily use testing Consumer Reports ceramic pans Google ↗
ceramic nonstick coating lifespan care high heat manufacturer warranty durability Google ↗
- Least Durable Nonstick Frying Pans and What to Buy Instead · consumerreports.org
- 6 Best Nonstick Frying Pans of 2026, Lab-Tested and Reviewed · consumerreports.org
- Finishes, Coating & Decorations · cookware.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
ceramic nonstick cookware durability coating loses nonstick performance daily use testing Consumer Reports ceramic pans OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
ceramic nonstick coating lifespan care high heat manufacturer warranty durability OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |