What active ingredients should a beginner look for if they want to prevent wrinkles without irritating their skin?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What active ingredients should a beginner look for if they want to prevent wrinkles without irritating their skin?
1 real search · 1 real-search pass
American Academy of Dermatology prevent wrinkles sunscreen retinoids sensitive skin moisturizer niacinamide ceramidesGoogle ↗
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
American Academy of Dermatology prevent wrinkles sunscreen retinoids sensitive skin moisturizer niacinamide ceramides Google ↗
- Retinoid or retinol? · aad.org
- Wrinkle creams: Your guide to younger looking skin · mayoclinic.org
- Wrinkle remedies · aad.org
- How to select anti-aging skin care products · aad.org