Why is my skin reacting badly to popular retinol serums and what gentle alternatives work best for fine lines
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why is my skin reacting badly to popular retinol serums and what gentle alternatives work best for fine lines
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
gentle alternatives to retinol fine lines sensitive skin bakuchiol niacinamide peptides evidence dermatology Google ↗
American Academy Dermatology retinoid irritation sensitive skin moisturizer sunscreen fine lines bakuchiol Google ↗
- Prospective, randomized, double-blind assessment of topical bakuchiol and retinol for facial photoageing · pubmed.ncbi.nlm.nih.gov
- Applications of bakuchiol in dermatology: Systematic review of the literature. · pubmed.ncbi.nlm.nih.gov
- Bakuchiol: Retinol Alternative for Sensitive Skin · health.clevelandclinic.org
- How to select anti-aging skin care products · aad.org
- Do facial masks work, and should I add one to my skin care routine? · aad.org
- Cosmeceuticals for antiaging: a systematic review of safety and efficacy. · pubmed.ncbi.nlm.nih.gov
- Wrinkle remedies · aad.org
- Retinoid or retinol? · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
gentle alternatives to retinol fine lines sensitive skin bakuchiol niacinamide peptides evidence dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
American Academy Dermatology retinoid irritation sensitive skin moisturizer sunscreen fine lines bakuchiol OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |