Real ChatGPT answer · index seedWY1u8CHXyiQcompleteBeauty and personal care · cosmeticsinformational
What are the best chemical exfoliation acids for a busy mom who has sensitive skin and hasn't used AHAs before?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best chemical exfoliation acids for a busy mom who has sensitive skin and hasn't used AHAs before?
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). 1 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
dermatologist guidance sensitive skin beginner AHA lactic acid mandelic acid PHA exfoliation Google ↗
American Academy Dermatology chemical exfoliation sensitive skin alpha hydroxy acids sunscreen Google ↗
- How to safely exfoliate at home · aad.org
- How To Use Chemical Exfoliants, According To Dermatologists · womenshealthmag.com
- Yes, Your Sensitive Skin Can Handle These Gentle Exfoliators Without a Worry · allure.com
- The best AHA for sensitive skin, according to skincare experts · curology.com
- Alpha Hydroxy Acids · fda.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dermatologist guidance sensitive skin beginner AHA lactic acid mandelic acid PHA exfoliation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
American Academy Dermatology chemical exfoliation sensitive skin alpha hydroxy acids sunscreen OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |