Real ChatGPT answer · index seedhGPZRaLIbxEcompleteBeauty and personal care · skincarecomparison

Is retinol or adapalene better for fading stubborn post acne marks left over from my teenage breakouts while also handling my current oily t zone shine

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is retinol or adapalene better for fading stubborn post acne marks left over from my teenage breakouts while also handling my current oily t zone shine
1 real search · 1 real-search pass
retinoid adapalene vs retinol post acne hyperpigmentation oily skin dermatology guidanceGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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

Searches and sources

ChatGPT1 real searches · gpt-6
retinoid adapalene vs retinol post acne hyperpigmentation oily skin dermatology guidance Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
retinoid adapalene vs retinol post acne hyperpigmentation oily skin dermatology guidance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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