Can you recommend some gentle exfoliating acids for beginners that won't irritate skin during a seasonal facial treatment at my salon?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you recommend some gentle exfoliating acids for beginners that won't irritate skin during a seasonal facial treatment at my salon?
1 real search · 1 real-search pass
dermatologist guidance mandelic lactic polyhydroxy acids sensitive skin beginner exfoliation professional facial concentration safetyGoogle ↗
OBSERVEDConsequence
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 mandelic lactic polyhydroxy acids sensitive skin beginner exfoliation professional facial concentration safety Google ↗
- Evaluating the Efficacy and Safety of Alpha-Hydroxy Acids in Dermatological Practice: A Comprehensive Clinical and Legal Review · pmc.ncbi.nlm.nih.gov
- Facial Acids: Everything You Need To Know · health.clevelandclinic.org
- The best AHA for sensitive skin, according to skincare experts · curology.com
- How to safely exfoliate at home · aad.org
- Alpha Hydroxy Acids · fda.gov