Real ChatGPT answer · index seedzykYyCOBNB0completeBeauty and personal care · skincareinformational

What is the best way to treat keratosis pilaris bumps on the arms of my clients who have super sensitive skin and hate rough scrubs?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the best way to treat keratosis pilaris bumps on the arms of my clients who have super sensitive skin and hate rough scrubs?
3 real searches · 1 real-search pass
American Academy of Dermatology keratosis pilaris treatment sensitive skin moisturizer lactic acid urea avoid scrubbingGoogle ↗
OBSERVEDInstruction
American Academy of Dermatology keratosis pilaris treatment moisturizer lactic acid urea avoid scrubbing sensitive skinGoogle ↗
OBSERVEDInstruction
DermNet keratosis pilaris treatment lactic acid urea emollients irritationGoogle ↗
OBSERVEDComparison

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%ConsequenceReasonDefinitionInstruction67%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 sensitive skin moisturizer lactic acid urea avoid scrubbing Google ↗
American Academy of Dermatology keratosis pilaris treatment moisturizer lactic acid urea avoid scrubbing sensitive skin Google ↗
DermNet keratosis pilaris treatment lactic acid urea emollients irritation Google ↗
  1. Keratosis pilaris: Self-care · staging.aad.org
  2. Diagnosis and treatment · mayoclinic.org
  3. Keratosis Pilaris · hopkinsmedicine.org

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology keratosis pilaris treatment sensitive skin moisturizer lactic acid urea avoid scrubbing
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
American Academy of Dermatology keratosis pilaris treatment moisturizer lactic acid urea avoid scrubbing sensitive skin
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
DermNet keratosis pilaris treatment lactic acid urea emollients irritation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1