Which gentle exfoliating acids provide the most effective brightening results for mature skin without compromising the moisture barrier?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which gentle exfoliating acids provide the most effective brightening results for mature skin without compromising the moisture barrier?
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
dermatologist guidance mature skin gentle exfoliating acids lactic mandelic PHA glycolic acid skin barrier hyperpigmentation Google ↗
American Academy Dermatology exfoliation sensitive dry skin alpha hydroxy acids sunscreen pigmentation Google ↗
- 10 Best Exfoliators for Mature Skin, According to Dermatologists | 2025 Picks · self.com
- Evaluating the Efficacy and Safety of Alpha-Hydroxy Acids in Dermatological Practice: A Comprehensive Clinical and Legal Review · pmc.ncbi.nlm.nih.gov
- Skincare Bootcamp: The Evolving Role of Skincare · pmc.ncbi.nlm.nih.gov
- How to safely exfoliate at home · aad.org
- Alpha Hydroxy Acids · fda.gov
- Facial Acids: Everything You Need To Know · health.clevelandclinic.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dermatologist guidance mature skin gentle exfoliating acids lactic mandelic PHA glycolic acid skin barrier hyperpigmentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
American Academy Dermatology exfoliation sensitive dry skin alpha hydroxy acids sunscreen pigmentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |