Between cetaphil daily facial cleanser and la roche posay toleriane cleanser, which is better for preparing aging skin for active treatments?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Between cetaphil daily facial cleanser and la roche posay toleriane cleanser, which is better for preparing aging skin for active treatments?
1 real search · 1 real-search pass
dermatologist guidance gentle cleanser retinoid exfoliant skin barrier aging skin cleanserGoogle ↗
OBSERVEDInstruction
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)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
dermatologist guidance gentle cleanser retinoid exfoliant skin barrier aging skin cleanser Google ↗
- Anti-Aging Skin Care: Ingredients and Routine · health.clevelandclinic.org
- Skin 101: Understanding the Fundamentals of Skin Barrier Physiology—Why is This Important for Clinicians? · pmc.ncbi.nlm.nih.gov
- Retinoid or retinol? · aad.org