Real ChatGPT answer · index seedZFJMGDyB2AMcompleteRetail and ecommerce · kitchenwarecomparison

Are ceramic nonstick pans actually safer than teflon or are people having the same scratching issues with both types

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are ceramic nonstick pans actually safer than teflon or are people having the same scratching issues with both types
2 real searches · 1 real-search pass
FDA PTFE nonstick cookware safety overheating fumes PFOA phaseout ceramic cookware coating durability scratching studyGoogle ↗
OBSERVEDReason
ceramic nonstick cookware coating durability loses nonstick properties abrasion scratch comparison PTFEGoogle ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT2 real searches · gpt-6
FDA PTFE nonstick cookware safety overheating fumes PFOA phaseout ceramic cookware coating durability scratching study Google ↗
ceramic nonstick cookware coating durability loses nonstick properties abrasion scratch comparison PTFE Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FDA PTFE nonstick cookware safety overheating fumes PFOA phaseout ceramic cookware coating durability scratching study
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
ceramic nonstick cookware coating durability loses nonstick properties abrasion scratch comparison PTFE
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1