whats the difference between retinol and peptides and which one should a forty year old absolute beginner start with for overall anti-aging
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
whats the difference between retinol and peptides and which one should a forty year old absolute beginner start with for overall anti-aging
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 retinoid retinol anti-aging how to use sunscreen pregnancy irritation Google ↗
topical peptides skincare evidence anti-aging clinical review collagen wrinkles Google ↗
- Retinoid or retinol? · aad.org
- How to select anti-aging skin care products · aad.org
- Oral and topical peptides for skin aging: systematic review and meta-analysis of randomized controlled trials · pubmed.ncbi.nlm.nih.gov
- Topical and systemic skin aging interventions: Evidence, pitfalls and perspectives · pubmed.ncbi.nlm.nih.gov
- Oral and topical peptides for skin aging: systematic review and meta-analysis of randomized controlled trials · pmc.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology retinoid retinol anti-aging how to use sunscreen pregnancy irritation OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
topical peptides skincare evidence anti-aging clinical review collagen wrinkles OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |