What is the best way to patch test a new budget friendly glycolic acid product to make sure it will not cause a bad reaction on mature skin?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the best way to patch test a new budget friendly glycolic acid product to make sure it will not cause a bad reaction on mature skin?
1 real search · 1 real-search pass
dermatologist guidance how to use glycolic acid patch test sensitive mature skin AHA sunscreen FDAGoogle ↗
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 how to use glycolic acid patch test sensitive mature skin AHA sunscreen FDA Google ↗
- How to test skin care products · aad.org
- Alpha Hydroxy Acids · fda.gov
- Guidance for Industry: Labeling for Cosmetics Containing Alpha Hydroxy Acids · fda.gov
- Glycolic Acid: Benefits for Skin and How To Use · health.clevelandclinic.org