Real ChatGPT answer · index seedLoM4KXYDmkccompleteBeauty and personal care · anti-agingcomparison

Comparing obagi medical retinol and cerave resurfacing retinol serum, which gives faster anti aging results for busy moms?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing obagi medical retinol and cerave resurfacing retinol serum, which gives faster anti aging results for busy moms?
1 real search · 1 real-search pass
Obagi Medical Retinol 0.5 vs CeraVe Resurfacing Retinol Serum ingredients concentration anti aging results 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
Obagi Medical Retinol 0.5 vs CeraVe Resurfacing Retinol Serum ingredients concentration anti aging results dermatologist Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Obagi Medical Retinol 0.5 vs CeraVe Resurfacing Retinol Serum ingredients concentration anti aging results dermatologist
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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