Real ChatGPT answer · index seedTDSyNU4LrJEcompleteBeauty and personal care · anti-agingcomparison

Neutrogena retinol oil versus The Ordinary granactive retinoid, which is better tolerated by someone who has never used anti aging products before?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Neutrogena retinol oil versus The Ordinary granactive retinoid, which is better tolerated by someone who has never used anti aging products before?
1 real search · 1 real-search pass
Neutrogena Retinol Oil vs The Ordinary Granactive Retinoid 2% irritation beginner tolerance ingredients retinoidGoogle ↗
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
Neutrogena Retinol Oil vs The Ordinary Granactive Retinoid 2% irritation beginner tolerance ingredients retinoid Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Neutrogena Retinol Oil vs The Ordinary Granactive Retinoid 2% irritation beginner tolerance ingredients retinoid
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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