Real ChatGPT answer · index seedQGHkjZyENn0completeBeauty and personal care · anti-aginginformational
How long does it realistically take to see visible results from an over-the-counter retinol serum, and should I expect my skin to get worse before it gets better?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How long does it realistically take to see visible results from an over-the-counter retinol serum, and should I expect my skin to get worse before it gets better?
1 real search · 1 real-search pass
American Academy of Dermatology retinoid retinol irritation purge timeline visible results over the counter retinolGoogle ↗
OBSERVEDConsequence
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).
Searches and sources
ChatGPT1 real searches · gpt-6
American Academy of Dermatology retinoid retinol irritation purge timeline visible results over the counter retinol Google ↗
- Acne: Diagnosis and treatment · aad.org
- Retinol: Cream, Serum, What It Is, Benefits, How To Use · my.clevelandclinic.org
- Topical retinoids (vitamin a creams) · dermnetnz.org
- Retinoid or retinol? · aad.org