Real ChatGPT answer · index seeddR6syPpoXDEcompleteBeauty and personal care · salons and spasinformational

What is the protocol for patch-testing new clients who want a soothing facial for sensitive skin to prevent allergic reactions?

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 protocol for patch-testing new clients who want a soothing facial for sensitive skin to prevent allergic reactions?
2 real searches · 1 real-search pass
dermatology guidance cosmetic product patch testing allergic contact dermatitis repeated open application test 7 days sensitive skin professionalGoogle ↗
OBSERVEDConsequence
American Academy Dermatology patch testing skin care products at home allergy contact dermatitis cosmetic productsGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / 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
dermatology guidance cosmetic product patch testing allergic contact dermatitis repeated open application test 7 days sensitive skin professional Google ↗
American Academy Dermatology patch testing skin care products at home allergy contact dermatitis cosmetic products Google ↗
  1. How to test skin care products · aad.org
  2. Open application test · dermnetnz.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
dermatology guidance cosmetic product patch testing allergic contact dermatitis repeated open application test 7 days sensitive skin professional
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
American Academy Dermatology patch testing skin care products at home allergy contact dermatitis cosmetic products
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1