Real ChatGPT answer · index seedys6gxXtZHuscompleteBeauty and personal care · skincarebrand

What is the best way to patch test The Ordinary Niacinamide serum so I do not break out in painful cystic acne all over my face?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the best way to patch test The Ordinary Niacinamide serum so I do not break out in painful cystic acne all over my face?
2 real searches · 1 real-search pass
The Ordinary Niacinamide 10% Zinc 1% patch test instructions official product irritation acneGoogle ↗
OBSERVEDInstruction
American Academy Dermatology how to patch test skin care product at home 7 to 10 daysGoogle ↗
OBSERVEDInstruction

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 (2)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
The Ordinary Niacinamide 10% Zinc 1% patch test instructions official product irritation acne Google ↗
American Academy Dermatology how to patch test skin care product at home 7 to 10 days Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
The Ordinary Niacinamide 10% Zinc 1% patch test instructions official product irritation acne
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
American Academy Dermatology how to patch test skin care product at home 7 to 10 days
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1