Real ChatGPT answer · index seedAqBhjzet8EQcompleteBeauty and personal care · skincarehowto

What is the correct protocol for patch-testing a new chemical exfoliant to ensure my sensitive skin will not experience contact dermatitis or chemical burns?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the correct protocol for patch-testing a new chemical exfoliant to ensure my sensitive skin will not experience contact dermatitis or chemical burns?
3 real searches · 1 real-search pass
American Academy of Dermatology how to test skin care products at home patch test 7 to 10 daysGoogle ↗
OBSERVEDConsequence
FDA alpha hydroxy acids sun sensitivity skin irritation chemical peel safetyGoogle ↗
OBSERVEDConsequence
NHS chemical burns skin rinse running water 20 minutesGoogle ↗
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 (3)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
American Academy of Dermatology how to test skin care products at home patch test 7 to 10 days Google ↗
FDA alpha hydroxy acids sun sensitivity skin irritation chemical peel safety Google ↗
NHS chemical burns skin rinse running water 20 minutes Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology how to test skin care products at home patch test 7 to 10 days
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
FDA alpha hydroxy acids sun sensitivity skin irritation chemical peel safety
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
NHS chemical burns skin rinse running water 20 minutes
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1