Real ChatGPT answer · index seedtb9lRIidIKEcompleteBeauty and personal care · anti-agingcomparison

Can you compare the irritation levels and peeling timelines of prescription tretinoin 0.025 versus over-the-counter retinol for someone with reactive skin?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the irritation levels and peeling timelines of prescription tretinoin 0.025 versus over-the-counter retinol for someone with reactive skin?
2 real searches · 1 real-search pass
tretinoin topical irritation peeling onset first weeks retinoid dermatitis patient information dermatologyGoogle ↗
OBSERVEDConsequence
retinol topical skin irritation sensitive skin gradual introduction dermatology evidenceGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / 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
tretinoin topical irritation peeling onset first weeks retinoid dermatitis patient information dermatology Google ↗
retinol topical skin irritation sensitive skin gradual introduction dermatology evidence Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
tretinoin topical irritation peeling onset first weeks retinoid dermatitis patient information dermatology
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
retinol topical skin irritation sensitive skin gradual introduction dermatology evidence
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1