I am standing in the skincare aisle trying to choose a hyaluronic acid, so which one provides the most intense plumping effect for fine lines right now?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am standing in the skincare aisle trying to choose a hyaluronic acid, so which one provides the most intense plumping effect for fine lines right now?
1 real search · 1 real-search pass
best hyaluronic acid serum immediate plumping fine lines dermatologist recommendations 2026Google ↗
OBSERVEDComparison
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
best hyaluronic acid serum immediate plumping fine lines dermatologist recommendations 2026 Google ↗
- The 18 Best Hyaluronic Acid Serums, According to Dermatologists · shape.com
- 10 Best Serums for Aging Skin 2026 for Fine Lines and Laxity · allure.com
- 12 Best Hyaluronic Acid Serums of 2026, Tested by Experts · goodhousekeeping.com
- Hyaluronic acid for skin: Benefits, how to use it, and side effects · health.harvard.edu