What are the latest dermatologist approved methods for managing oily skin without drying out the complexion
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the latest dermatologist approved methods for managing oily skin without drying out the complexion
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
2026 dermatologist recommendations oily skin management niacinamide salicylic acid gentle cleanser moisturizer American Academy Dermatology Google ↗
American Academy of Dermatology oily skin skin care tips wash moisturizer oil-free noncomedogenic Google ↗
- Scholars@Duke publication: Skincare ingredients recommended by cosmetic dermatologists: A Delphi consensus study. · scholars.duke.edu
- Acne Management: Guidelines From the American Academy of Dermatology · aafp.org
- How to control oily skin · aad.org
- Moisturizer: Why you may need it if you have acne · aad.org
- The Best Face Washes for Oily Skin, According to Dermatologists · nymag.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 dermatologist recommendations oily skin management niacinamide salicylic acid gentle cleanser moisturizer American Academy Dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
American Academy of Dermatology oily skin skin care tips wash moisturizer oil-free noncomedogenic OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 |