can affordable niacinamide serums really help with anti aging and preventing premature skin aging according to current skincare experts
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
can affordable niacinamide serums really help with anti aging and preventing premature skin aging according to current skincare experts
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
niacinamide topical clinical evidence photoaging wrinkles pigmentation skin barrier dermatology review 2024 2025 Google ↗
American Academy Dermatology niacinamide skin aging sunscreen retinoid evidence Google ↗
- Niacinamide: a review on dermal delivery strategies and clinical evidence · pubmed.ncbi.nlm.nih.gov
- Mechanistic Basis and Clinical Evidence for the Applications of Nicotinamide (Niacinamide) to Control Skin Aging and Pigmentation. · pubmed.ncbi.nlm.nih.gov
- Skincare ingredients recommended by cosmetic dermatologists: A Delphi consensus study · pubmed.ncbi.nlm.nih.gov
- Scholars@Duke publication: Skincare ingredients recommended by cosmetic dermatologists: A Delphi consensus study. · scholars.duke.edu
- Overview of popular cosmeceuticals in dermatology - Crous - 2024 - Skin Health and Disease · onlinelibrary.wiley.com
- A practical guide to over‐the‐counter treatments for hyperpigmentation - Jafry - 2024 - JEADV Clinical Practice · onlinelibrary.wiley.com
- Retinoid or retinol? · aad.org
- How to select anti-aging skin care products · aad.org
- Wrinkle remedies · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
niacinamide topical clinical evidence photoaging wrinkles pigmentation skin barrier dermatology review 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology niacinamide skin aging sunscreen retinoid evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |