What should I look for in a clean ingredient deck to ensure a hyaluronic acid serum actually draws moisture into the skin instead of dehydrating it in dry climates?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What should I look for in a clean ingredient deck to ensure a hyaluronic acid serum actually draws moisture into the skin instead of dehydrating it in dry climates?
1 real search · 1 real-search pass
hyaluronic acid humectants low humidity dry climate moisturizer occlusive transepidermal water loss dermatology glycerin evidenceGoogle ↗
OBSERVEDReason
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
hyaluronic acid humectants low humidity dry climate moisturizer occlusive transepidermal water loss dermatology glycerin evidence Google ↗
- Moisturizers - StatPearls · ncbi.nlm.nih.gov
- Moisturizer in Patients with Inflammatory Skin Diseases · pmc.ncbi.nlm.nih.gov
- Diagnosis and treatment of xerosis cutis – a position paper - Augustin - 2019 - JDDG: Journal der Deutschen Dermatologischen Gesellschaft · onlinelibrary.wiley.com
- How to pick the right moisturizer for your skin · aad.org
- A Review of Moisturizers; History, Preparation, Characterization and Applications · doi.org
- The Role of Moisturizers in Addressing Various Kinds of Dermatitis: A Review · pmc.ncbi.nlm.nih.gov