Real ChatGPT answer · index seedcTSjs3PQsj0completeBeauty and personal care · clean beautyhowto

What are the steps to properly patch test a new clean beauty serum on my sensitive skin before using it on my face and around my kids?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the steps to properly patch test a new clean beauty serum on my sensitive skin before using it on my face and around my kids?
2 real searches · 1 real-search pass
American Academy of Dermatology how to patch test skin care product at home sensitive skin 7 to 10 daysGoogle ↗
OBSERVEDConsequence
FDA cosmetics safety children keep cosmetics out of reach fragrance essential oils skin irritation patch testGoogle ↗
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 / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / no

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
American Academy of Dermatology how to patch test skin care product at home sensitive skin 7 to 10 days Google ↗
FDA cosmetics safety children keep cosmetics out of reach fragrance essential oils skin irritation patch test Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology how to patch test skin care product at home sensitive skin 7 to 10 days
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
FDA cosmetics safety children keep cosmetics out of reach fragrance essential oils skin irritation patch test
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1