Looking for a brutally honest comparison between Neutrogena retinol and RoC retinol for treating stubborn frown lines starting this week.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for a brutally honest comparison between Neutrogena retinol and RoC retinol for treating stubborn frown lines starting this week.
1 real search · 1 real-search pass
Neutrogena retinol vs RoC retinol comparison ingredients formulations clinical evidence frown lines 2026Google ↗
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
Neutrogena retinol vs RoC retinol comparison ingredients formulations clinical evidence frown lines 2026 Google ↗
- Wrinkle creams: Your guide to younger looking skin · mayoclinic.org
- Retinoid or retinol? · aad.org
- Use of Retinoids in Topical Antiaging Treatments: A Focused Review of Clinical Evidence for Conventional and Nanoformulations · pmc.ncbi.nlm.nih.gov