Which anti aging ingredients are actually worth spending money on for a busy mom who has very little time for a complicated ten step skincare routine every night?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which anti aging ingredients are actually worth spending money on for a busy mom who has very little time for a complicated ten step skincare routine every night?
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 anti-aging skin care sunscreen retinoids vitamin C evidence recommendations Google ↗
topical retinoids photoaging randomized trials sunscreen vitamin C niacinamide dermatology evidence Google ↗
- How to select anti-aging skin care products · aad.org
- Skincare ingredients recommended by cosmetic dermatologists: A Delphi consensus study · pubmed.ncbi.nlm.nih.gov
- Comparative efficacy of topical interventions for facial photoaging: a network meta-analysis · pmc.ncbi.nlm.nih.gov
- Cosmeceuticals for antiaging: a systematic review of safety and efficacy. · pubmed.ncbi.nlm.nih.gov
- Retinoid or retinol? · 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 |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology anti-aging skin care sunscreen retinoids vitamin C evidence recommendations OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
topical retinoids photoaging randomized trials sunscreen vitamin C niacinamide dermatology evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |