Real ChatGPT answer · index seedJfEwZz5wBEYcompleteBeauty and personal care · skincarecommercial

Which specific AHAs and BHAs work best for smoothing out rough keratosis pilaris bumps on the legs without causing stinging after shaving

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which specific AHAs and BHAs work best for smoothing out rough keratosis pilaris bumps on the legs without causing stinging after shaving
2 real searches · 1 real-search pass
keratosis pilaris treatment lactic acid urea salicylic acid dermatology shaving irritationGoogle ↗
OBSERVEDReason
American Academy Dermatology keratosis pilaris lactic acid urea salicylic acid shaving irritationGoogle ↗
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 / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / 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
keratosis pilaris treatment lactic acid urea salicylic acid dermatology shaving irritation Google ↗
American Academy Dermatology keratosis pilaris lactic acid urea salicylic acid shaving irritation Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
keratosis pilaris treatment lactic acid urea salicylic acid dermatology shaving irritation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
American Academy Dermatology keratosis pilaris lactic acid urea salicylic acid shaving irritation
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1