Real ChatGPT answer · index seedMPMlH9qAIyQcompleteBeauty and personal care · clean beautyinformational
Which gentle plant-derived serums are dermatologists recommending lately as safe retinol alternatives for smoothing out early fine lines?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which gentle plant-derived serums are dermatologists recommending lately as safe retinol alternatives for smoothing out early fine lines?
1 real search · 1 real-search pass
dermatologists recommend plant-derived retinol alternatives bakuchiol rosehip bidens pilosa serum 2026 dermatologist evidence safetyGoogle ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT1 real searches · gpt-6
dermatologists recommend plant-derived retinol alternatives bakuchiol rosehip bidens pilosa serum 2026 dermatologist evidence safety Google ↗
- 8 Best Retinol Alternatives for Sensitive Skin, According to Dermatologists · allure.com
- Wrinkle creams: Your guide to younger looking skin · mayoclinic.org
- Bakuchiol: Does it make skin look younger? · health.harvard.edu
- View product · sephora.com
- Herbivore Botanicals · herbivorebotanicals.com
- View product · ulta.com
- View product · ulta.com
- 8 Retinol Alternatives That Won't Irritate Sensitive Skin · whowhatwear.com