Real ChatGPT answer · index seedWx5b8K2q9JccompleteBeauty and personal care · anti-agingcomparison

Should I ask my dermatologist for prescription tretinoin or adapalene gel if my main goal is smoothing fine forehead wrinkles

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

The searches the AI actually ran for this prompt.

SEED QUERY
Should I ask my dermatologist for prescription tretinoin or adapalene gel if my main goal is smoothing fine forehead wrinkles
1 real search · 1 real-search pass
tretinoin adapalene photoaging fine wrinkles randomized trial guideline evidenceGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

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

Searches and sources

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
tretinoin adapalene photoaging fine wrinkles randomized trial guideline evidence
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
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