Real ChatGPT answer · index seedh0kBuMj5NeUcompleteBeauty and personal care · skincarecommercial

what is the best way to transition from over the counter retinol to prescription tretinoin without completely ruining my sensitive skin

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

The searches the AI actually ran for this prompt.

SEED QUERY
what is the best way to transition from over the counter retinol to prescription tretinoin without completely ruining my sensitive skin
1 real search · 1 real-search pass
American Academy of Dermatology how to apply tretinoin retinoid sensitive skin moisturizer irritation pregnancyGoogle ↗
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

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology how to apply tretinoin retinoid sensitive skin moisturizer irritation pregnancy
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1