Real ChatGPT answer · index seedkHSXv2ZG23gcompleteBeauty and personal care · men's groomingcomparison
How do multi-step Korean skincare routines for oily skin compare to minimalist Western routines using brands like Cetaphil and Paula Choice for long-term sebum control?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do multi-step Korean skincare routines for oily skin compare to minimalist Western routines using brands like Cetaphil and Paula Choice for long-term sebum control?
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
dermatologist guidance oily skin cleanser moisturizer sunscreen salicylic acid retinoid sebum control American Academy Dermatology Google ↗
niacinamide sebum production clinical study topical oily skin salicylic acid evidence Google ↗
- The effect of 2% niacinamide on facial sebum production · pubmed.ncbi.nlm.nih.gov
- Acne: Diagnosis and treatment · aad.org
- Guidelines of care for the management of acne vulgaris - Journal of the American Academy of Dermatology · doi.org
- Moisturizer: Why you may need it if you have acne · aad.org
- How to control oily skin · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dermatologist guidance oily skin cleanser moisturizer sunscreen salicylic acid retinoid sebum control American Academy Dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
niacinamide sebum production clinical study topical oily skin salicylic acid evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |