What are the best budget skincare ingredients dermatologists recommend for fading stubborn acne scars and hyperpigmentation without irritating sensitive skin?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best budget skincare ingredients dermatologists recommend for fading stubborn acne scars and hyperpigmentation without irritating sensitive skin?
1 real search · 1 real-search pass
dermatologist recommended ingredients post acne hyperpigmentation sensitive skin azelaic acid niacinamide tranexamic acid sunscreen retinoids American Academy DermatologyGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
dermatologist recommended ingredients post acne hyperpigmentation sensitive skin azelaic acid niacinamide tranexamic acid sunscreen retinoids American Academy Dermatology Google ↗
Queries
1 queries · click a column to sort