Real ChatGPT answer · index seedDrpR3Xwv7socompleteBeauty and personal care · cosmeticsinformational
What skincare ingredients should I incorporate into my summer morning routine to reduce excess sebum production without stripping my skin barrier?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What skincare ingredients should I incorporate into my summer morning routine to reduce excess sebum production without stripping my skin barrier?
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 oily skin skin care salicylic acid gentle cleanser moisturizer sunscreen niacinamide evidence sebum barrier Google ↗
niacinamide topical sebum production clinical study zinc PCA evidence skincare review Google ↗
- The effect of 2% niacinamide on facial sebum production · pubmed.ncbi.nlm.nih.gov
- Acne Management Guidelines by the Dermatological Society of Singapore · pmc.ncbi.nlm.nih.gov
- How to control oily skin · aad.org
- Acne: Tips for managing · aad.org
- Moisturizer: Why you may need it if you have acne · 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 oily skin skin care salicylic acid gentle cleanser moisturizer sunscreen niacinamide evidence sebum barrier OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
niacinamide topical sebum production clinical study zinc PCA evidence skincare review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |