Real ChatGPT answer · index seedRI2bSxGe6SYcompleteBeauty and personal care · cosmeticsinformational
Which dermatologist recommended anti aging creams contain retinol without causing the severe peeling that would ruin my appearance for tomorrow morning?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which dermatologist recommended anti aging creams contain retinol without causing the severe peeling that would ruin my appearance for tomorrow morning?
1 real search · 1 real-search pass
dermatologist recommended gentle retinol creams sensitive skin encapsulated retinol products 2026Google ↗
OBSERVEDConsequence
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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
dermatologist recommended gentle retinol creams sensitive skin encapsulated retinol products 2026 Google ↗
- Shop at Ulta · ulta.com
- Shop at Target · target.com
- Shop at Ulta · ulta.com
- Shop at Walmart · walmart.com
- Shop at Good Molecules · shop.goodmolecules.com
- 6 Best Retinol Products for Beginners, Approved by Dermatologists · glamour.com
- Best Retinols for Sensitive Skin · usdermatologypartners.com
- 11 Best Retinols for Sensitive Skin to Minimize Irritation 2024, According to Experts · allure.com
- Retinoid or retinol? · aad.org
- 15 Best Retinol Creams in 2025, According to Dermatologists · self.com