Real ChatGPT answer · index seedIGDM1iqlEegcompleteBeauty and personal care · anti-aginginformational

What do dermatologists actually recommend for treating stubborn adult acne without causing premature sagging or dry patches on young skin?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What do dermatologists actually recommend for treating stubborn adult acne without causing premature sagging or dry patches on young skin?
2 real searches · 1 real-search pass
American Academy of Dermatology acne guidelines adult acne topical retinoids benzoyl peroxide azelaic acid moisturizer skin irritationGoogle ↗
OBSERVEDConsequence
AAD patient acne skin care retinoid moisturizer sunscreen adult acne dry skinGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%ComparisonConsequence50%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
American Academy of Dermatology acne guidelines adult acne topical retinoids benzoyl peroxide azelaic acid moisturizer skin irritation Google ↗
AAD patient acne skin care retinoid moisturizer sunscreen adult acne dry skin Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology acne guidelines adult acne topical retinoids benzoyl peroxide azelaic acid moisturizer skin irritation
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
AAD patient acne skin care retinoid moisturizer sunscreen adult acne dry skin
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1