What are the best treatments for hyperpigmentation on the face that I can safely recommend to clients with sensitive skin types?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best treatments for hyperpigmentation on the face that I can safely recommend to clients with sensitive skin types?
3 real searches · 1 real-search pass
American Academy of Dermatology hyperpigmentation melasma sunscreen visible light azelaic acid sensitive skin treatmentGoogle ↗
OBSERVEDReason
DermNet postinflammatory hyperpigmentation treatment azelaic acid hydroquinone chemical peels darker skinGoogle ↗
OBSERVEDInstruction
AAD how to treat dark spots skin of color irritation sunscreen hydroquinone retinoidGoogle ↗
OBSERVEDInstruction
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
American Academy of Dermatology hyperpigmentation melasma sunscreen visible light azelaic acid sensitive skin treatment Google ↗
DermNet postinflammatory hyperpigmentation treatment azelaic acid hydroquinone chemical peels darker skin Google ↗
AAD how to treat dark spots skin of color irritation sunscreen hydroquinone retinoid Google ↗
- Melasma: Diagnosis and treatment · aad.org
- Melasma: Self-care · aad.org
- How to fade dark spots in darker skin tones · aad.org
- Postinflammatory hyperpigmentation · dermnetnz.org
- Dermatology: how to manage facial hyperpigmentation in skin of colour · pmc.ncbi.nlm.nih.gov
- Retinoid or retinol? · aad.org
- Melasma: Overview · aad.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology hyperpigmentation melasma sunscreen visible light azelaic acid sensitive skin treatment OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
DermNet postinflammatory hyperpigmentation treatment azelaic acid hydroquinone chemical peels darker skin OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
AAD how to treat dark spots skin of color irritation sunscreen hydroquinone retinoid OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |