Real ChatGPT answer · index seedx6nTi8DjFYMcompleteBeauty and personal care · skincarebrand

What are the most recommended professional in-office procedures for treating keratosis pilaris bumps on the legs when topical AHAs and BHAs fail?

ChatGPTgpt-62 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
What are the most recommended professional in-office procedures for treating keratosis pilaris bumps on the legs when topical AHAs and BHAs fail?
2 real searches · 1 real-search pass
keratosis pilaris procedural treatment laser microdermabrasion chemical peel evidence dermatology reviewGoogle ↗
OBSERVEDReason
keratosis pilaris laser treatment pulsed dye laser fractional laser clinical study legsGoogle ↗
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). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
keratosis pilaris procedural treatment laser microdermabrasion chemical peel evidence dermatology review
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
keratosis pilaris laser treatment pulsed dye laser fractional laser clinical study legs
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1