Real ChatGPT answer · index seedgAGAhybZOAscompleteBeauty and personal care · anti-agingcommercial

What are the top dermatologist recommended retinol eye creams available right now for someone who has never used vitamin A products.

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the top dermatologist recommended retinol eye creams available right now for someone who has never used vitamin A products.
1 real search · 1 real-search pass
best dermatologist recommended retinol eye creams beginner sensitive skin 2026 dermatologist recommendations ingredientsGoogle ↗
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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
best dermatologist recommended retinol eye creams beginner sensitive skin 2026 dermatologist recommendations ingredients Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best dermatologist recommended retinol eye creams beginner sensitive skin 2026 dermatologist recommendations ingredients
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1