are retinoids actually necessary for preventing premature skin aging in your twenties or are peptide serums better for my age group
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
are retinoids actually necessary for preventing premature skin aging in your twenties or are peptide serums better for my age group
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). 1 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 retinoids retinol photoaging sunscreen prevention evidence peptides skincare collagen clinical evidence Google ↗
topical retinoids photoaging randomized controlled trials review peptides topical skincare evidence review Google ↗
- Retinoid or retinol? · aad.org
- Dermatologist-recommended skin care for your 20s · aad.org
- Comparing Tretinoin to Other Topical Therapies in the Treatment of Skin Photoaging: A Systematic Review · pubmed.ncbi.nlm.nih.gov
- How to select anti-aging skin care products · 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 retinoids retinol photoaging sunscreen prevention evidence peptides skincare collagen clinical evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
topical retinoids photoaging randomized controlled trials review peptides topical skincare evidence review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |