What are the best beginner exfoliating acids I should recommend to my spa clients who have sensitive skin and want a glowing complexion?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best beginner exfoliating acids I should recommend to my spa clients who have sensitive skin and want a glowing complexion?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
American Academy of Dermatology sensitive skin exfoliation alpha hydroxy acids lactic acid mandelic acid polyhydroxy acids dermatologist guidance Google ↗
Cleveland Clinic mandelic acid lactic acid PHA sensitive skin exfoliation azelaic acid skincare Google ↗
- Facial Acids: Everything You Need To Know · health.clevelandclinic.org
- Evaluating the Efficacy and Safety of Alpha-Hydroxy Acids in Dermatological Practice: A Comprehensive Clinical and Legal Review · pmc.ncbi.nlm.nih.gov
- How to choose an exfoliator for sensitive skin · curology.com
- How to safely exfoliate at home · aad.org
- Alpha Hydroxy Acids · fda.gov
- How To Exfoliate Safely and Effectively · health.clevelandclinic.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology sensitive skin exfoliation alpha hydroxy acids lactic acid mandelic acid polyhydroxy acids dermatologist guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Cleveland Clinic mandelic acid lactic acid PHA sensitive skin exfoliation azelaic acid skincare OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |