Real ChatGPT answer · index seedfmkUqPzlkQscompleteBeauty and personal care · cosmeticsinformational
Which exfoliating acids should a complete beginner use to treat bumpy texture without causing a severe breakout?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which exfoliating acids should a complete beginner use to treat bumpy texture without causing a severe breakout?
1 real search · 1 real-search pass
American Academy of Dermatology exfoliation skin care alpha hydroxy acid salicylic acid beginner irritation acne bumpsGoogle ↗
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
American Academy of Dermatology exfoliation skin care alpha hydroxy acid salicylic acid beginner irritation acne bumps Google ↗
- Alpha Hydroxy Acids · fda.gov
- Beta Hydroxy Acids · fda.gov