Looking for the best overall skincare routine for a complete beginner who wants to fade dark spots and prevent early wrinkles.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for the best overall skincare routine for a complete beginner who wants to fade dark spots and prevent early wrinkles.
1 real search · 1 real-search pass
American Academy of Dermatology dark spots sunscreen retinoid skin care beginner hyperpigmentation guidanceGoogle ↗
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 dark spots sunscreen retinoid skin care beginner hyperpigmentation guidance Google ↗
- How to fade dark spots in darker skin tones · aad.org
- Retinoid or retinol? · aad.org
- Dermatologist-recommended skin care for your 20s · aad.org
- How do I know if I'm using the right sunscreen? · aad.org