What do dermatologists say about the reputation of COSRX as a brand for people who are completely new to Korean skincare routines?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do dermatologists say about the reputation of COSRX as a brand for people who are completely new to Korean skincare routines?
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
dermatologists review COSRX brand beginner Korean skincare dermatologist opinions ingredients snail mucin acne sensitive skin Google ↗
COSRX dermatologist recommended brand review dermatologist Korean skincare beginners Google ↗
- Dermatologist Recommended Korean Skin Care Products · dinastrachanmd.com
- 12 Best CosRx Products I Tested in Seoul—and They’re All on Sale for Amazon Prime Day · glamour.com
- Steps to a Korean Skin Care Routine · health.clevelandclinic.org
- Here's what dermatologists are saying about your skin care routine: Keep it simple · apnews.com
- I Tried CosRx's Viral Snail Mucin–Here's My Honest Take on the K-Beauty Staple · goodhousekeeping.com
- Truth About Snail Mucin: Benefits, Side Effects, if COSRX Is Worth It · eonline.com
- Snail Mucin: What It Is and Benefits for Skin · health.clevelandclinic.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dermatologists review COSRX brand beginner Korean skincare dermatologist opinions ingredients snail mucin acne sensitive skin OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
COSRX dermatologist recommended brand review dermatologist Korean skincare beginners OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |