Real ChatGPT answer · index seed71NxGBiA50ocompleteBeauty and personal care · cosmeticscomparison

im trying to decide between the ordinary niacinamide and good molecules discoloration serum for fading old acne scars on my cheeks

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

The searches the AI actually ran for this prompt.

SEED QUERY
im trying to decide between the ordinary niacinamide and good molecules discoloration serum for fading old acne scars on my cheeks
1 real search · 1 real-search pass
Good Molecules Discoloration Correcting Serum ingredients tranexamic acid niacinamide vs The Ordinary Niacinamide 10% Zinc 1% official product detailsGoogle ↗
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
Good Molecules Discoloration Correcting Serum ingredients tranexamic acid niacinamide vs The Ordinary Niacinamide 10% Zinc 1% official product details Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Good Molecules Discoloration Correcting Serum ingredients tranexamic acid niacinamide vs The Ordinary Niacinamide 10% Zinc 1% official product details
OBSERVED
Google ↗
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—Comparison——1x
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