What are the most cost-effective ingredients for preventing premature skin aging that dermatologists recommend instead of pricey luxury serums?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most cost-effective ingredients for preventing premature skin aging that dermatologists recommend instead of pricey luxury serums?
1 real search · 1 real-search pass
American Academy of Dermatology prevent premature skin aging sunscreen retinoids vitamin C niacinamide ingredients dermatologist recommendations affordable skincareGoogle ↗
OBSERVEDOther / navigational
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 premature skin aging sunscreen retinoids vitamin C niacinamide ingredients dermatologist recommendations affordable skincare Google ↗
- Skincare ingredients recommended by cosmetic dermatologists: A Delphi consensus study · pubmed.ncbi.nlm.nih.gov
- Top Skin-Care Ingredients Recommended by Dermatologists · nm.org
- How to select anti-aging skin care products · aad.org
- Wrinkle remedies · aad.org
- Top Skin-Care Ingredients Recommended by Dermatologists · nm.org
Queries
1 queries · click a column to sort