Real ChatGPT answer · index seedQsFVo5dkzOscompleteBeauty and personal care · clean beautycomparison
is a vitamin c derivative just as effective for hyperpigmentation as the pure stuff or am I wasting my money on gentle clean beauty alternatives
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
is a vitamin c derivative just as effective for hyperpigmentation as the pure stuff or am I wasting my money on gentle clean beauty alternatives
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
clinical evidence vitamin C derivatives hyperpigmentation L-ascorbic acid ascorbyl glucoside sodium ascorbyl phosphate review dermatology Google ↗
American Academy Dermatology vitamin C dark spots hyperpigmentation sunscreen topical vitamin C Google ↗
- Clinical Applications of Vitamin C in Dermatology: A Systematic Review · pmc.ncbi.nlm.nih.gov
- A review of topical vitamin C derivatives and their efficacy - Enescu - 2022 - Journal of Cosmetic Dermatology · onlinelibrary.wiley.com
- How to fade dark spots in darker skin tones · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
clinical evidence vitamin C derivatives hyperpigmentation L-ascorbic acid ascorbyl glucoside sodium ascorbyl phosphate review dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology vitamin C dark spots hyperpigmentation sunscreen topical vitamin C OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |