What are the best gentle chemical exfoliants for someone over sixty who wants to get rid of dull skin without causing severe redness or irritation?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best gentle chemical exfoliants for someone over sixty who wants to get rid of dull skin without causing severe redness or irritation?
1 real search · 1 real-search pass
dermatologist guidance gentle chemical exfoliation mature sensitive skin PHA lactic acid patch test sunscreenGoogle ↗
OBSERVEDInstruction
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 guidance gentle chemical exfoliation mature sensitive skin PHA lactic acid patch test sunscreen Google ↗
- View product · sephora.com
- View product · ulta.com
- View product · sephora.com
- How to safely exfoliate at home · aad.org
- How to test skin care products · aad.org
- Alpha Hydroxy Acids · fda.gov