Real ChatGPT answer · index seedUKOy7fm82tUcompleteBeauty and personal care · skincarecommercial

My upper arms are covered in keratosis pilaris and nothing I buy at the drugstore seems to work, what are the highest recommended chemical exfoliants or lotions that actually show real results?

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

The searches the AI actually ran for this prompt.

SEED QUERY
My upper arms are covered in keratosis pilaris and nothing I buy at the drugstore seems to work, what are the highest recommended chemical exfoliants or lotions that actually show real results?
1 real search · 1 real-search pass
keratosis pilaris treatment evidence lactic acid urea salicylic acid glycolic acid dermatology recommendations AAD clinical studyGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
keratosis pilaris treatment evidence lactic acid urea salicylic acid glycolic acid dermatology recommendations AAD clinical study
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1