How do I balance my skin barrier when managing oily skin without buying expensive luxury serums from Sephora?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I balance my skin barrier when managing oily skin without buying expensive luxury serums from Sephora?
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 gentle cleanser moisturizer noncomedogenic sunscreen skin barrier Google ↗
affordable drugstore skincare products oily skin ceramides moisturizer cleanser sunscreen 2026 Google ↗
- How to control oily skin · aad.org
- How do I know if I'm using the right sunscreen? · aad.org
- Face washing 101 · staging.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 gentle cleanser moisturizer noncomedogenic sunscreen skin barrier OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 | |
affordable drugstore skincare products oily skin ceramides moisturizer cleanser sunscreen 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |