Real ChatGPT answer · index seedqDkJybuxgqIcompleteBeauty and personal care · anti-aginginformational
Can you give me an honest review of the Neutrogena retinol products because I am a complete beginner and do not want to irritate my sensitive skin?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you give me an honest review of the Neutrogena retinol products because I am a complete beginner and do not want to irritate my sensitive skin?
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
Neutrogena retinol product ingredients fragrance free sensitive skin beginner Rapid Wrinkle Repair Retinol Pro+ 0.3% 2026 Google ↗
American Academy of Dermatology retinoid sensitive skin start slowly moisturizer sunscreen retinol irritation pregnancy Google ↗
- Retinoid or retinol? · aad.org
- What strategies can be used during the first weeks of topical retinoid application to avoid or minimize irritation? · eadv.org
- Retinol: Cream, Serum, What It Is, Benefits, How To Use · my.clevelandclinic.org
- Topical retinoids (vitamin a creams) · dermnetnz.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Neutrogena retinol product ingredients fragrance free sensitive skin beginner Rapid Wrinkle Repair Retinol Pro+ 0.3% 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
American Academy of Dermatology retinoid sensitive skin start slowly moisturizer sunscreen retinol irritation pregnancy OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |