Real ChatGPT answer · index seedZP5ZAubDTJYcompleteBeauty and personal care · clean beautyinformational
Can someone recommend naturally derived topical ingredients that effectively regulate sebum production for adult hormonal acne without causing purging?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can someone recommend naturally derived topical ingredients that effectively regulate sebum production for adult hormonal acne without causing purging?
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). 1 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
topical ingredients sebum production niacinamide green tea azelaic acid acne clinical evidence dermatology Google ↗
American Academy Dermatology acne azelaic acid niacinamide green tea topical sebum evidence Google ↗
- The effect of 2% niacinamide on facial sebum production · pubmed.ncbi.nlm.nih.gov
- International expert consensus recommendations for the use of dermocosmetics in acne · pmc.ncbi.nlm.nih.gov
- Guidelines of care for the management of acne vulgaris - Journal of the American Academy of Dermatology · doi.org
- Topical treatment for acne · dermnetnz.org
- Acne clinical guideline · aad.org
- Acne: Diagnosis and treatment · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
topical ingredients sebum production niacinamide green tea azelaic acid acne clinical evidence dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology acne azelaic acid niacinamide green tea topical sebum evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |