Are plant based bakuchiol products really better than retinol for reducing fine lines for my spa clients
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are plant based bakuchiol products really better than retinol for reducing fine lines for my spa clients
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
bakuchiol versus retinol randomized double blind study 2019 fine lines wrinkles 0.5% retinol clinical evidence review Google ↗
American Academy Dermatology retinoids wrinkles retinol photoaging bakuchiol evidence skin irritation Google ↗
- Prospective, randomized, double-blind assessment of topical bakuchiol and retinol for facial photoageing · pubmed.ncbi.nlm.nih.gov
- Prospective, randomized, double‐blind assessment of topical bakuchiol and retinol for facial photoageing - Dhaliwal - 2019 - British Journal of Dermatology · onlinelibrary.wiley.com
- Retinoid or retinol? · aad.org
- Cosmeceuticals for antiaging: a systematic review of safety and efficacy. · pubmed.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
bakuchiol versus retinol randomized double blind study 2019 fine lines wrinkles 0.5% retinol clinical evidence review OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
American Academy Dermatology retinoids wrinkles retinol photoaging bakuchiol evidence skin irritation OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |