Real ChatGPT answer · index seedwymyGpNB5bQcompleteBeauty and personal care · anti-agingcomparison

Between CeraVe resurfacing retinol serum and Neutrogena rapid wrinkle repair, which one causes less irritation for dry skin during winter months?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Between CeraVe resurfacing retinol serum and Neutrogena rapid wrinkle repair, which one causes less irritation for dry skin during winter months?
1 real search · 1 real-search pass
CeraVe Resurfacing Retinol Serum ingredients encapsulated retinol ceramides niacinamide vs Neutrogena Rapid Wrinkle Repair retinol serum ingredients irritation dry skinGoogle ↗
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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
CeraVe Resurfacing Retinol Serum ingredients encapsulated retinol ceramides niacinamide vs Neutrogena Rapid Wrinkle Repair retinol serum ingredients irritation dry skin Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CeraVe Resurfacing Retinol Serum ingredients encapsulated retinol ceramides niacinamide vs Neutrogena Rapid Wrinkle Repair retinol serum ingredients irritation dry skin
OBSERVED
Google ↗
AI Mode ↗
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