Real ChatGPT answer · index seeddgMr7ypxxnUcompleteBeauty and personal care · anti-agingcomparison

Is CeraVe Resurfacing Retinol Serum better than RoC Retinol Correxion for fading dark sun spots on my hands without causing too much irritation?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is CeraVe Resurfacing Retinol Serum better than RoC Retinol Correxion for fading dark sun spots on my hands without causing too much irritation?
1 real search · 1 real-search pass
CeraVe Resurfacing Retinol Serum vs RoC Retinol Correxion ingredients irritation dark spots hands dermatologistGoogle ↗
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 vs RoC Retinol Correxion ingredients irritation dark spots hands dermatologist Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CeraVe Resurfacing Retinol Serum vs RoC Retinol Correxion ingredients irritation dark spots hands dermatologist
OBSERVED
Google ↗
AI Mode ↗
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