Real ChatGPT answer · index seedpWPLnVtgWykcompleteBeauty and personal care · anti-aginginformational
What are the top rated anti aging active ingredients dermatologists recommend for college grads starting their first full time job?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the top rated anti aging active ingredients dermatologists recommend for college grads starting their first full time job?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
American Academy of Dermatology anti-aging skin care sunscreen retinoids vitamin C niacinamide dermatologists ingredients Google ↗
AAD retinoid retinol anti aging wrinkles sunscreen recommendations 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
- "Skincare ingredients recommended by cosmetic dermatologists: A Delphi " by Gabriella V Alvarez, Bianca Y Kang et al. · scholarlycommons.henryford.com
- Retinoid or retinol? · aad.org
- How to select anti-aging skin care products · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology anti-aging skin care sunscreen retinoids vitamin C niacinamide dermatologists ingredients OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
AAD retinoid retinol anti aging wrinkles sunscreen recommendations OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |