Real ChatGPT answer · index seedlTeODEp48UgcompleteBeauty and personal care · anti-agingcommercial

Can budget moisturizers really help heal retinol peeling irritation or do I need a specialized recovery balm

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can budget moisturizers really help heal retinol peeling irritation or do I need a specialized recovery balm
2 real searches · 1 real-search pass
retinoid irritation peeling skin care moisturizer petrolatum ceramides dermatology guidanceGoogle ↗
OBSERVEDConsequence
American Academy Dermatology retinoid irritation moisturizer stop retinol peelingGoogle ↗
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). 2 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
retinoid irritation peeling skin care moisturizer petrolatum ceramides dermatology guidance Google ↗
American Academy Dermatology retinoid irritation moisturizer stop retinol peeling Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
retinoid irritation peeling skin care moisturizer petrolatum ceramides dermatology guidance
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
American Academy Dermatology retinoid irritation moisturizer stop retinol peeling
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1