Real ChatGPT answer · index seedxR4M5yFjKV4completeBeauty and personal care · skincarecomparison

Comparing drugstore vitamin c serums from Garnier and L'Oreal to see which one fades acne scars fastest without irritation

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing drugstore vitamin c serums from Garnier and L'Oreal to see which one fades acne scars fastest without irritation
1 real search · 1 real-search pass
Garnier Vitamin C serum 10% vs L'Oreal Revitalift 12% pure vitamin C serum ingredients fragrance irritation acne marksGoogle ↗
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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Garnier Vitamin C serum 10% vs L'Oreal Revitalift 12% pure vitamin C serum ingredients fragrance irritation acne marks
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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