Real ChatGPT answer · index seedGgIwU5ZGODMcompleteBeauty and personal care · salons and spascommercial
How does the Dermalogica daily exfoliant compare to chemical peels for treating postpartum hyperpigmentation on the cheeks and forehead
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the Dermalogica daily exfoliant compare to chemical peels for treating postpartum hyperpigmentation on the cheeks and forehead
1 real search · 1 real-search pass
postpartum melasma treatment chemical peels risk hyperpigmentation sunscreen dermatology guidance azelaic acid hydroquinone breastfeedingGoogle ↗
OBSERVEDConsequence
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
postpartum melasma treatment chemical peels risk hyperpigmentation sunscreen dermatology guidance azelaic acid hydroquinone breastfeeding Google ↗
- Melasma: Diagnosis and treatment · aad.org
- Delphi consensus on melasma management by international experts and pigmentary disorders society - Sarkar - 2026 - Journal of the European Academy of Dermatology and Venereology · doi.org
- Dermatology: how to manage facial hyperpigmentation in skin of colour · pmc.ncbi.nlm.nih.gov
- An Update on New and Existing Treatments for the Management of Melasma | American Journal of Clinical Dermatology · link.springer.com
- Postinflammatory hyperpigmentation · dermnetnz.org