What is the best way to treat stubborn hyperpigmentation with affordable vitamin C without wasting money on hype?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the best way to treat stubborn hyperpigmentation with affordable vitamin C without wasting money on hype?
1 real search · 1 real-search pass
dermatologist guidance vitamin C hyperpigmentation sunscreen tinted iron oxide melasma dark spots American Academy Dermatology vitamin CGoogle ↗
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 (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
dermatologist guidance vitamin C hyperpigmentation sunscreen tinted iron oxide melasma dark spots American Academy Dermatology vitamin C Google ↗
- How to fade dark spots in darker skin tones · aad.org
- Sunscreen FAQs · aad.org
- Guide to tinted sunscreens in skin of color · pubmed.ncbi.nlm.nih.gov
- Melasma: Diagnosis and treatment · dejavu.org
- Optimizing melasma management · staging.aad.org