How does The Ordinary niacinamide serum stack up against newer vitamin B3 formulations from Korean beauty brands for fading stubborn dark spot hyperpigmentation?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does The Ordinary niacinamide serum stack up against newer vitamin B3 formulations from Korean beauty brands for fading stubborn dark spot hyperpigmentation?
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
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
The Ordinary Niacinamide 10% Zinc 1% vs Korean beauty niacinamide dark spot serums Axis-Y Anua numbuzin ingredients evidence hyperpigmentation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
clinical evidence niacinamide hyperpigmentation 5% 10% alpha arbutin topical dark spots sunscreen dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |