What are the most affordable brightening ingredients for reducing dark spot hyperpigmentation that will not irritate sensitive skin?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most affordable brightening ingredients for reducing dark spot hyperpigmentation that will not irritate sensitive skin?
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
American Academy of Dermatology hyperpigmentation dark spots skin of color azelaic acid niacinamide sunscreen sensitive skin Google ↗
DermNet melasma postinflammatory hyperpigmentation azelaic acid niacinamide licorice topical skin irritation Google ↗
- Azelaic acid: Uses, Application and More · dermnetnz.org
- Efficacy and safety of topical agents in the treatment of melasma: What's evidence? A systematic review and meta-analysis · pubmed.ncbi.nlm.nih.gov
- How to fade dark spots in darker skin tones · aad.org
- How do I know if I'm using the right sunscreen? · aad.org
- Melasma (facial pigmentation) · dermnetnz.org
- Dermatology: how to manage facial hyperpigmentation in skin of colour · pmc.ncbi.nlm.nih.gov
- A practical guide to over‐the‐counter treatments for hyperpigmentation - Jafry - 2024 - JEADV Clinical Practice · onlinelibrary.wiley.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology hyperpigmentation dark spots skin of color azelaic acid niacinamide sunscreen sensitive skin OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
DermNet melasma postinflammatory hyperpigmentation azelaic acid niacinamide licorice topical skin irritation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |