Real ChatGPT answer · index seedjZsLUGQe9wUcompleteBeauty and personal care · cosmeticsinformational
My dermatologist told me to start using an anti aging cream with retinol, but which drugstore brands are actually recommended by skin doctors?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My dermatologist told me to start using an anti aging cream with retinol, but which drugstore brands are actually recommended by skin doctors?
1 real search · 1 real-search pass
dermatologist recommended drugstore retinol creams CeraVe Olay Neutrogena RoC La Roche-Posay dermatologist advice 2026Google ↗
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
dermatologist recommended drugstore retinol creams CeraVe Olay Neutrogena RoC La Roche-Posay dermatologist advice 2026 Google ↗
- Best Drugstore Retinol: 12 Dermatologist-Recommended Picks to Try · prevention.com
- The Best Drugstore Retinols of 2026, Per Dermatologists and Editors · today.com
- 6 Best Retinol Products for Beginners, Approved by Dermatologists · glamour.com
- Texas Tech Dermatology · ttuhsc.edu
- Retinoid or retinol? · aad.org