Real ChatGPT answer · index seed7Ymlvh5BSsUcompleteBeauty and personal care · skincarecomparison

Can someone explain why tretinoin is considered superior to traditional retinol for deep wrinkle reduction and if the peeling side effects are manageable 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
Can someone explain why tretinoin is considered superior to traditional retinol for deep wrinkle reduction and if the peeling side effects are manageable for busy moms
1 real search · 1 real-search pass
tretinoin versus retinol photoaging wrinkles randomized clinical evidence irritation gradual introduction moisturizer sunscreen pregnancy breastfeeding guidance dermatologyGoogle ↗
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
tretinoin versus retinol photoaging wrinkles randomized clinical evidence irritation gradual introduction moisturizer sunscreen pregnancy breastfeeding guidance dermatology Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
tretinoin versus retinol photoaging wrinkles randomized clinical evidence irritation gradual introduction moisturizer sunscreen pregnancy breastfeeding guidance dermatology
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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