Real ChatGPT answer · index seed2N1i36wFRgkcompleteBeauty and personal care · anti-aginginformational
What is the most cost-effective concentration of retinol for a beginner trying to smooth out forehead expression lines?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the most cost-effective concentration of retinol for a beginner trying to smooth out forehead expression lines?
1 real search · 1 real-search pass
beginner retinol concentration 0.3% evidence fine wrinkles dermatology guidance retinoids sunscreen irritationGoogle ↗
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). 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
beginner retinol concentration 0.3% evidence fine wrinkles dermatology guidance retinoids sunscreen irritation Google ↗
- Retinoid or retinol? · aad.org
- Wrinkle remedies · aad.org
- Cosmetic retinoid use in photoaged skin: A review of the compounds, their use and mechanisms of action · pmc.ncbi.nlm.nih.gov