What are the best ingredients for fading fine lines on sensitive skin if retinol always makes my face turn red and peel.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best ingredients for fading fine lines on sensitive skin if retinol always makes my face turn red and peel.
1 real search · 1 real-search pass
American Academy of Dermatology sensitive skin fine lines sunscreen moisturizer niacinamide peptides bakuchiol evidence retinol alternativeGoogle ↗
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 sensitive skin fine lines sunscreen moisturizer niacinamide peptides bakuchiol evidence retinol alternative Google ↗
- Wrinkle remedies · aad.org
- Retinoid or retinol? · aad.org
- International Consensus on Anti-Aging Dermocosmetics and Skin Care for Clinical Practice Using the RAND/UCLA Appropriateness Method · pubmed.ncbi.nlm.nih.gov