Real ChatGPT answer · index seedgyqG1VcyqzAcompleteBeauty and personal care · anti-agingcomparison

is ceraVe resurfacing retinol serum better than the ordinary granactive retinoid for a complete beginner

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 the ordinary granactive retinoid for a complete beginner
1 real search · 1 real-search pass
CeraVe Resurfacing Retinol Serum vs The Ordinary Granactive Retinoid 2% Emulsion beginner ingredients formulationGoogle ↗
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 The Ordinary Granactive Retinoid 2% Emulsion beginner ingredients formulation Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CeraVe Resurfacing Retinol Serum vs The Ordinary Granactive Retinoid 2% Emulsion beginner ingredients formulation
OBSERVED
Google ↗
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