My acne scars look so much worse in this dry winter air, what is the best dermatologist recommended fading cream I can buy off the shelf today?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My acne scars look so much worse in this dry winter air, what is the best dermatologist recommended fading cream I can buy off the shelf today?
1 real search · 1 real-search pass
dermatologist recommended OTC acne dark spots azelaic acid retinoid sunscreen dry skin acne scars guidance AADGoogle ↗
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)
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 recommended OTC acne dark spots azelaic acid retinoid sunscreen dry skin acne scars guidance AAD Google ↗
- How to fade dark spots in darker skin tones · aad.org
- Acne: Diagnosis and treatment · aad.org
- Skincare ingredients recommended by cosmetic dermatologists: A Delphi consensus study · pubmed.ncbi.nlm.nih.gov
- Retinoid or retinol? · aad.org