How do affordable vitamin C serums like the one from Geek and Gorgeous compare in oxidation speed and stability against heavy glass dropper bottles from other brands?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do affordable vitamin C serums like the one from Geek and Gorgeous compare in oxidation speed and stability against heavy glass dropper bottles from other brands?
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
Geek & Gorgeous C-Glow formulation packaging oxidation stability L-ascorbic acid serum bottle Google ↗
topical vitamin C serum stability oxidation packaging air light opaque bottle dropper study L-ascorbic acid Google ↗
- C-Glow · geekandgorgeous.us
- C-Glow · geekandgorgeous.com
- Ascorbic Acid and Its Hydrophilic Derivatives in Commercial Cosmetics: A Cross-Sectional Study of Their Quality Control and Stability · mdpi.com
- Vitamin C Serum Stability Test — 90-Day Oxidation Study Results · getevident.co
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Geek & Gorgeous C-Glow formulation packaging oxidation stability L-ascorbic acid serum bottle OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
topical vitamin C serum stability oxidation packaging air light opaque bottle dropper study L-ascorbic acid OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |