Real ChatGPT answer · index seedzq0DnWBDipYcompleteBeauty and personal care · cosmeticshowto

My neighbor recommended exfoliating acids for my dry aging skin, but as a total beginner, which one should I start with and how often do I apply it?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My neighbor recommended exfoliating acids for my dry aging skin, but as a total beginner, which one should I start with and how often do I apply it?
1 real search · 1 real-search pass
American Academy of Dermatology exfoliation dry sensitive skin alpha hydroxy acids lactic acid sunscreen beginner frequencyGoogle ↗
OBSERVEDInstruction

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 (1)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
American Academy of Dermatology exfoliation dry sensitive skin alpha hydroxy acids lactic acid sunscreen beginner frequency Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology exfoliation dry sensitive skin alpha hydroxy acids lactic acid sunscreen beginner frequency
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
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