Real ChatGPT answer · index seedm5CZCjIlXeYcompleteBeauty and personal care · cosmeticsinformational
What are the safest exfoliating acids for beginners that will not cause purging right before my class reunion this weekend?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the safest exfoliating acids for beginners that will not cause purging right before my class reunion this weekend?
1 real search · 1 real-search pass
American Academy of Dermatology exfoliation skin care acids sensitive skin glycolic lactic salicylic irritation adviceGoogle ↗
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 acids sensitive skin glycolic lactic salicylic irritation advice Google ↗
- How to safely exfoliate at home · aad.org
- Glycolic Acid: Benefits for Skin and How To Use · health.clevelandclinic.org