Looking for a direct comparison between skinceuticals c e ferulic and competitor vitamin c serums to reduce sun damage pigmentation from soccer games with my kids
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for a direct comparison between skinceuticals c e ferulic and competitor vitamin c serums to reduce sun damage pigmentation from soccer games with my kids
1 real search · 1 real-search pass
compare topical vitamin C serums L-ascorbic acid evidence hyperpigmentation photoaging SkinCeuticals CE Ferulic Timeless Paula's Choice C15 2025Google ↗
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
compare topical vitamin C serums L-ascorbic acid evidence hyperpigmentation photoaging SkinCeuticals CE Ferulic Timeless Paula's Choice C15 2025 Google ↗
- Clinical Applications of Vitamin C in Dermatology: A Systematic Review · pmc.ncbi.nlm.nih.gov
- Timeless 20% Vitamin C Serum Review 2026: Worth It? · insiderbeauty.com
- We Tested Dozens of Formulas—These 6 Best Vitamin C Serums Deliver Real Results · allure.com