Real ChatGPT answer · index seedC56FDfr6NF4completeBeauty and personal care · clean beautycommercial
Can you recommend the best vitamin c serums for fading dark spots and hyperpigmentation that actually work on sensitive skin without causing irritation?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you recommend the best vitamin c serums for fading dark spots and hyperpigmentation that actually work on sensitive skin without causing irritation?
1 real search · 1 real-search pass
dermatologist guidance vitamin C hyperpigmentation sensitive skin formulation irritation vitamin C derivatives niacinamide sunscreenGoogle ↗
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
dermatologist guidance vitamin C hyperpigmentation sensitive skin formulation irritation vitamin C derivatives niacinamide sunscreen Google ↗
- Shop Vanicream · ulta.com
- Shop Medik8 · sephora.com
- Shop Aveeno · ulta.com
- Shop Cetaphil · ulta.com
- Shop CeraVe · ulta.com
- Clinical Applications of Vitamin C in Dermatology: A Systematic Review · pmc.ncbi.nlm.nih.gov
- Vitamin C, Topical Retinoids, and Sunscreen in Clinical Practice · test.acofp.org
- Best Vitamin C Serum for Sensitive Skin: Dermatologist Recommended · newbeauty.com
- How to fade dark spots in darker skin tones · aad.org
- Photoprotection for people with skin of colour: needs and strategies | British Journal of Dermatology · academic.oup.com