Real ChatGPT answer · index seedPFOVwJZuwlUcompleteBeauty and personal care · skincareinformational

What is the best way to patch test new skincare products when you have super sensitive, eczema-prone skin?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the best way to patch test new skincare products when you have super sensitive, eczema-prone skin?
2 real searches · 1 real-search pass
American Academy Dermatology how to test skin care products at home patch test eczema sensitive skinGoogle ↗
OBSERVEDInstruction
National Eczema Association patch testing skincare products at home allergic contact dermatitisGoogle ↗
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 / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / 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 Dermatology how to test skin care products at home patch test eczema sensitive skin Google ↗
National Eczema Association patch testing skincare products at home allergic contact dermatitis Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy Dermatology how to test skin care products at home patch test eczema sensitive skin
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
National Eczema Association patch testing skincare products at home allergic contact dermatitis
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1