Real ChatGPT answer · index seedcVmg0ISsWxEcompleteBeauty and personal care · anti-aginginformational
Can you break down how different strengths of glycolic acid work to improve skin texture on older faces and how to introduce them safely into a routine
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you break down how different strengths of glycolic acid work to improve skin texture on older faces and how to introduce them safely into a routine
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 Dermatology alpha hydroxy acids glycolic acid skin aging sunscreen irritation mature skin Google ↗
glycolic acid topical concentration 5 10 percent photoaging clinical study chemical peel safety dermatology Google ↗
- A double-blind randomized clinical trial on the effectiveness of a daily glycolic acid 5% formulation in the treatment of photoaging · pubmed.ncbi.nlm.nih.gov
- Glycolic Acid: Benefits for Skin and How To Use · health.clevelandclinic.org
- Alpha Hydroxy Acids · fda.gov
- Guidance for Industry: Labeling for Cosmetics Containing Alpha Hydroxy Acids · fda.gov
- Glycolic acid adjusted to pH 4 stimulates collagen production and epidermal renewal without affecting levels of proinflammatory TNF‐alpha in human skin explants · pmc.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy Dermatology alpha hydroxy acids glycolic acid skin aging sunscreen irritation mature skin OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
glycolic acid topical concentration 5 10 percent photoaging clinical study chemical peel safety dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |