Real ChatGPT answer · index seedO5tr2rflslocompleteBeauty and personal care · skincarecommercial

Are there any new clinical studies showing that topical vitamin c serums combined with ferulic acid significantly slow down premature skin aging

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any new clinical studies showing that topical vitamin c serums combined with ferulic acid significantly slow down premature skin aging
3 real searches · 1 real-search pass
2024 2025 2026 clinical trial topical vitamin C ferulic acid photoaging randomized human study skin agingGoogle ↗
OBSERVEDReason
topical L-ascorbic acid ferulic acid clinical study photoaging human skin collagen wrinkles trialGoogle ↗
OBSERVEDReason
vitamin C ferulic acid serum clinical evidence UV photoprotection study 15% 0.5% ferulic acidGoogle ↗
OBSERVEDConsequence

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 (3)
Short factOther / navigationalComparisonConsequence33%Reason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
2024 2025 2026 clinical trial topical vitamin C ferulic acid photoaging randomized human study skin aging Google ↗
topical L-ascorbic acid ferulic acid clinical study photoaging human skin collagen wrinkles trial Google ↗
vitamin C ferulic acid serum clinical evidence UV photoprotection study 15% 0.5% ferulic acid Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2024 2025 2026 clinical trial topical vitamin C ferulic acid photoaging randomized human study skin aging
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
topical L-ascorbic acid ferulic acid clinical study photoaging human skin collagen wrinkles trial
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
vitamin C ferulic acid serum clinical evidence UV photoprotection study 15% 0.5% ferulic acid
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1