Real ChatGPT answer · index seed50yHQ4HANWgcompleteRetail and ecommerce · kitchenwarehowto

do ceramic coated pans actually last longer than two years if you never use metal utensils and hand wash them every time

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
do ceramic coated pans actually last longer than two years if you never use metal utensils and hand wash them every time
2 real searches · 1 real-search pass
ceramic nonstick cookware coating lifespan two years manufacturer care high heat degradation independent testingGoogle ↗
OBSERVEDReason
ceramic cookware durability nonstick performance longevity testing years consumer reportsGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

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
ceramic nonstick cookware coating lifespan two years manufacturer care high heat degradation independent testing Google ↗
ceramic cookware durability nonstick performance longevity testing years consumer reports Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ceramic nonstick cookware coating lifespan two years manufacturer care high heat degradation independent testing
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
ceramic cookware durability nonstick performance longevity testing years consumer reports
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1