If I have never used retinoids before, what strength of retinol should I buy today to avoid destroying my skin barrier while trying to smooth my skin texture?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
If I have never used retinoids before, what strength of retinol should I buy today to avoid destroying my skin barrier while trying to smooth my skin texture?
1 real search · 1 real-search pass
American Academy of Dermatology retinoid retinol beginner start slowly moisturizer sunscreen irritation skin barrierGoogle ↗
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
American Academy of Dermatology retinoid retinol beginner start slowly moisturizer sunscreen irritation skin barrier Google ↗
- Retinoid or retinol? · aad.org
- Retinol: Cream, Serum, What It Is, Benefits, How To Use · my.clevelandclinic.org
- PRODUCT OVERVIEW · nationaleczema.org