Real ChatGPT answer · index seedvibVWdTto6YcompleteBeauty and personal care · skincarebrand

Can you look up current medical consensus on using strong chemical exfoliants for treating keratosis pilaris bumps during the dry winter months in the Northeast?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you look up current medical consensus on using strong chemical exfoliants for treating keratosis pilaris bumps during the dry winter months in the Northeast?
3 real searches · 1 real-search pass
American Academy of Dermatology keratosis pilaris treatment exfoliating acids lactic acid salicylic acid winter moisturizerGoogle ↗
OBSERVEDInstruction
DermNet keratosis pilaris treatment salicylic acid glycolic acid urea lactic acidGoogle ↗
OBSERVEDComparison
keratosis pilaris treatment review topical keratolytics randomized trial glycolic lactic acid salicylic acid irritationGoogle ↗
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 (3)
Short factOther / navigationalComparison33%ConsequenceReason33%DefinitionInstruction33%Yes / no

Classes come from the query-classifier (a local Laya model). 3 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 keratosis pilaris treatment exfoliating acids lactic acid salicylic acid winter moisturizer Google ↗
DermNet keratosis pilaris treatment salicylic acid glycolic acid urea lactic acid Google ↗
keratosis pilaris treatment review topical keratolytics randomized trial glycolic lactic acid salicylic acid irritation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology keratosis pilaris treatment exfoliating acids lactic acid salicylic acid winter moisturizer
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
DermNet keratosis pilaris treatment salicylic acid glycolic acid urea lactic acid
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
keratosis pilaris treatment review topical keratolytics randomized trial glycolic lactic acid salicylic acid irritation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1