Is Drunk Elephant C Firma Fresh Day Serum superior to SkinCeuticals C E Ferulic for hyperpigmentation treatments we offer?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is Drunk Elephant C Firma Fresh Day Serum superior to SkinCeuticals C E Ferulic for hyperpigmentation treatments we offer?
1 real search · 1 real-search pass
Drunk Elephant C-Firma Fresh Day Serum vs SkinCeuticals C E Ferulic ingredients clinical evidence hyperpigmentation comparisonGoogle ↗
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).
Searches and sources
ChatGPT1 real searches · gpt-6
Drunk Elephant C-Firma Fresh Day Serum vs SkinCeuticals C E Ferulic ingredients clinical evidence hyperpigmentation comparison Google ↗
- Brightening, firming 15% vitamin C serum · drunkelephant.com
- Drunk Elephant - C-Firma Fresh Vitamin-C Day Serum · ulta.com
- Drunk Elephant C-Firma Fresh Day Serum VS SkinCeuticals C E Ferulic · skinsort.com
- Cosmily - Product Comparison - C E Ferulic With 15% L-ascorbic Acid Vitamin C Serum 30ml -vs- C-firma Vitamin C Day Serum · cosmily.com
- Brightening, firming 15% vitamin C serum · drunkelephant.com
- Melasma: Diagnosis and treatment · aad.org
- Melasma: Self-care · aad.org
- How to fade dark spots in darker skin tones · aad.org