Real ChatGPT answer · index seedyqSWxGcSZD4completeBeauty and personal care · anti-agingbrand

What do consumer advocacy groups and cosmetic chemists say about the stability of the vitamin C and ferulic acid in Drunk Elephant C-Firma Fresh Day Serum?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What do consumer advocacy groups and cosmetic chemists say about the stability of the vitamin C and ferulic acid in Drunk Elephant C-Firma Fresh Day Serum?
3 real searches · 1 real-search pass
Drunk Elephant C-Firma Fresh Day Serum stability vitamin C ferulic acid consumer advocacy cosmetic chemist review oxidation packagingGoogle ↗
OBSERVEDReason
Drunk Elephant C-Firma Fresh Day Serum ingredients L-ascorbic acid ferulic acid stability powder activation packagingGoogle ↗
OBSERVEDReason
consumer advocacy vitamin C serum stability ferulic acid cosmetic chemist C-Firma Drunk ElephantGoogle ↗
OBSERVEDOther / navigational

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 / navigational33%ComparisonConsequenceReason67%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
Drunk Elephant C-Firma Fresh Day Serum stability vitamin C ferulic acid consumer advocacy cosmetic chemist review oxidation packaging Google ↗
Drunk Elephant C-Firma Fresh Day Serum ingredients L-ascorbic acid ferulic acid stability powder activation packaging Google ↗
consumer advocacy vitamin C serum stability ferulic acid cosmetic chemist C-Firma Drunk Elephant Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Drunk Elephant C-Firma Fresh Day Serum stability vitamin C ferulic acid consumer advocacy cosmetic chemist review oxidation packaging
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Drunk Elephant C-Firma Fresh Day Serum ingredients L-ascorbic acid ferulic acid stability powder activation packaging
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
consumer advocacy vitamin C serum stability ferulic acid cosmetic chemist C-Firma Drunk Elephant
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1