Real ChatGPT answer · index seedGqIqDhEyTEQcompleteRetail and ecommerce · kitchenwarelocal

How do I properly season a carbon steel skillet from de Buyer, and what local boutique cookshops in Manhattan Beach sell them pre-seasoned?

ChatGPTgpt-64 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I properly season a carbon steel skillet from de Buyer, and what local boutique cookshops in Manhattan Beach sell them pre-seasoned?
4 real searches · 1 real-search pass
de Buyer Mineral B carbon steel skillet seasoning instructions factory beeswax coating pre-seasoning Manhattan Beach cookware shopsGoogle ↗
OBSERVEDInstruction
boutique cookware kitchen shops carbon steel pansGoogle ↗
OBSERVEDComparison
de Buyer cookware retailersGoogle ↗
OBSERVEDOther / navigational
specialty kitchen storesGoogle ↗
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 (4)
Short factOther / navigational25%Comparison50%ConsequenceReasonDefinitionInstruction25%Yes / no

Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
de Buyer Mineral B carbon steel skillet seasoning instructions factory beeswax coating pre-seasoning Manhattan Beach cookware shops Google ↗
boutique cookware kitchen shops carbon steel pans Google ↗
de Buyer cookware retailers Google ↗
specialty kitchen stores Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
de Buyer Mineral B carbon steel skillet seasoning instructions factory beeswax coating pre-seasoning Manhattan Beach cookware shops
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
boutique cookware kitchen shops carbon steel pans
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
de Buyer cookware retailers
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
specialty kitchen stores
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1