Can implementing Korean skincare routine steps help my clients reduce dark spots faster than standard American anti-aging serums?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can implementing Korean skincare routine steps help my clients reduce dark spots faster than standard American anti-aging serums?
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
dermatology guidelines hyperpigmentation melasma postinflammatory hyperpigmentation sunscreen retinoids hydroquinone azelaic acid evidence Google ↗
American Academy Dermatology dark spots melasma treatment sunscreen hydroquinone retinoid azelaic acid Google ↗
- Topical treatment for postinflammatory hyperpigmentation: a systematic review · pubmed.ncbi.nlm.nih.gov
- Dermatology: how to manage facial hyperpigmentation in skin of colour · pmc.ncbi.nlm.nih.gov
- How to fade dark spots in darker skin tones · aad.org
- Melasma: Diagnosis and treatment · aad.org
- Melasma: Self-care · aad.org
- Melasma: Overview · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dermatology guidelines hyperpigmentation melasma postinflammatory hyperpigmentation sunscreen retinoids hydroquinone azelaic acid evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology dark spots melasma treatment sunscreen hydroquinone retinoid azelaic acid OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |