Real ChatGPT answer · index seed3geiDMXGuhMcompleteBeauty and personal care · cosmeticsbrand

What hydrating dry skin moisturizer do dermatologists recommend for people who are starting to use prescription retinol creams?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What hydrating dry skin moisturizer do dermatologists recommend for people who are starting to use prescription retinol creams?
1 real search · 1 real-search pass
dermatologist recommended moisturizer dry skin starting prescription retinoid tretinoin moisturizer ceramides hyaluronic acid petrolatum guidanceGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / 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
dermatologist recommended moisturizer dry skin starting prescription retinoid tretinoin moisturizer ceramides hyaluronic acid petrolatum guidance Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
dermatologist recommended moisturizer dry skin starting prescription retinoid tretinoin moisturizer ceramides hyaluronic acid petrolatum guidance
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1