Real ChatGPT answer · index seedkA4wYvzB0IccompleteBeauty and personal care · skincareinformational

Can you recommend the top exfoliating body lotions currently on the market for treating persistent keratosis pilaris bumps in adults?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you recommend the top exfoliating body lotions currently on the market for treating persistent keratosis pilaris bumps in adults?
1 real search · 1 real-search pass
best keratosis pilaris body lotions adult lactic acid urea salicylic acid dermatologist 2026Google ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
best keratosis pilaris body lotions adult lactic acid urea salicylic acid dermatologist 2026 Google ↗
  1. Shop product · walmart.com
  2. Shop product · cvs.com
  3. Shop product · walmart.com
  4. Shop product · ulta.com
  5. Shop product · ulta.com
  6. Shop product · sephora.com
  7. Keratosis pilaris: Diagnosis and treatment · aad.org
  8. Keratosis pilaris: Self-care · aad.org
  9. Keratosis Pilaris · hopkinsmedicine.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best keratosis pilaris body lotions adult lactic acid urea salicylic acid dermatologist 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1