Real ChatGPT answer · index seedOW5FFG63v0wcompleteBeauty and personal care · skincarecomparison

Is the Naturium Niacinamide serum better than Good Molecules for fading red post acne marks when you are counting every dollar?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is the Naturium Niacinamide serum better than Good Molecules for fading red post acne marks when you are counting every dollar?
1 real search · 1 real-search pass
Naturium Niacinamide Serum vs Good Molecules Niacinamide Serum ingredients concentration price post acne redness PIEGoogle ↗
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

ChatGPT1 real searches · gpt-6
Naturium Niacinamide Serum vs Good Molecules Niacinamide Serum ingredients concentration price post acne redness PIE Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Naturium Niacinamide Serum vs Good Molecules Niacinamide Serum ingredients concentration price post acne redness PIE
OBSERVED
Google ↗
AI Mode ↗
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