Real ChatGPT answer · index seedSGmpE7cghYccompleteBeauty and personal care · anti-agingcomparison

Is starting prescription tretinoin 0.025 better than using drugstore retinol creams when you are over forty

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is starting prescription tretinoin 0.025 better than using drugstore retinol creams when you are over forty
2 real searches · 1 real-search pass
topical tretinoin photoaging randomized controlled trials 0.025% retinol comparison review dermatologyGoogle ↗
OBSERVEDComparison
American Academy Dermatology retinoids anti-aging tretinoin pregnancy irritation sunscreenGoogle ↗
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 / navigationalComparison50%Consequence50%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
topical tretinoin photoaging randomized controlled trials 0.025% retinol comparison review dermatology Google ↗
American Academy Dermatology retinoids anti-aging tretinoin pregnancy irritation sunscreen Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
topical tretinoin photoaging randomized controlled trials 0.025% retinol comparison review dermatology
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
American Academy Dermatology retinoids anti-aging tretinoin pregnancy irritation sunscreen
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1