Real ChatGPT answer · index seed8tNpywW9T9EcompleteBeauty and personal care · anti-aginginformational

How many nights a week should a complete beginner use tretinoin to minimize peeling while still targeting stubborn fine lines around the eyes?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How many nights a week should a complete beginner use tretinoin to minimize peeling while still targeting stubborn fine lines around the eyes?
2 real searches · 1 real-search pass
American Academy of Dermatology tretinoin retinoid start slowly irritation around eyes fine lines guidanceGoogle ↗
OBSERVEDConsequence
tretinoin prescribing information avoid eyes irritation application faceGoogle ↗
OBSERVEDConsequence

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 (2)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT2 real searches · gpt-6
American Academy of Dermatology tretinoin retinoid start slowly irritation around eyes fine lines guidance Google ↗
tretinoin prescribing information avoid eyes irritation application face Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology tretinoin retinoid start slowly irritation around eyes fine lines guidance
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
tretinoin prescribing information avoid eyes irritation application face
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1