I need a dupes list for expensive vitamin c serums because I cannot spend seventy dollars on a bottle of skincare today.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need a dupes list for expensive vitamin c serums because I cannot spend seventy dollars on a bottle of skincare today.
1 real search · 1 real-search pass
best affordable vitamin C serum dupes for SkinCeuticals CE Ferulic and expensive vitamin C serums 2026 ingredients 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
best affordable vitamin C serum dupes for SkinCeuticals CE Ferulic and expensive vitamin C serums 2026 ingredients comparison Google ↗
- C E Ferulic Dupes: 6 Cheaper Alternatives That Work · insiderbeauty.com
- The 13 Best Vitamin-C Serums, According to Experts · thecut.com
- 49 SkinCeuticals C E Ferulic With 15% L-Ascorbic Acid Dupes From $13 · skinsort.com