Real ChatGPT answer · index seedU3ZqLzwudX4completeBeauty and personal care · cosmeticsinformational
What active ingredients are dermatologists currently recommending in anti aging creams to help with age spots and uneven skin tone on the face and neck?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What active ingredients are dermatologists currently recommending in anti aging creams to help with age spots and uneven skin tone on the face and neck?
3 real searches · 1 real-search pass
American Academy of Dermatology age spots treatment hydroquinone retinoid vitamin C sunscreen uneven skin tone dermatologist recommendationsGoogle ↗
OBSERVEDInstruction
AAD melasma treatment azelaic acid hydroquinone tretinoin tranexamic acid sunscreenGoogle ↗
OBSERVEDComparison
dermatology hyperpigmentation topical ingredients niacinamide vitamin C kojic acid evidence reviewGoogle ↗
OBSERVEDReason
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). 2 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 age spots treatment hydroquinone retinoid vitamin C sunscreen uneven skin tone dermatologist recommendations Google ↗
AAD melasma treatment azelaic acid hydroquinone tretinoin tranexamic acid sunscreen Google ↗
dermatology hyperpigmentation topical ingredients niacinamide vitamin C kojic acid evidence review Google ↗
- Retinoid or retinol? · aad.org
- How to fade dark spots in darker skin tones · aad.org
- Melasma: Self-care · aad.org
- Melasma: Diagnosis and treatment · aad.org
- Topical and Systemic Therapies in Melasma: A Systematic Review · pmc.ncbi.nlm.nih.gov
- Global consensus on the management of melanin hyperpigmentation disorders - Passeron - 2026 - Journal of the European Academy of Dermatology and Venereology · onlinelibrary.wiley.com
- Melasma (facial pigmentation) · dermnetnz.org
- Optimizing melasma management · staging.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 age spots treatment hydroquinone retinoid vitamin C sunscreen uneven skin tone dermatologist recommendations OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
AAD melasma treatment azelaic acid hydroquinone tretinoin tranexamic acid sunscreen OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
dermatology hyperpigmentation topical ingredients niacinamide vitamin C kojic acid evidence review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |