Real ChatGPT answer · index seedeaHW7SG4gvUcompleteBeauty and personal care · skincarebrand

What are the best affordable alternatives to The Ordinary Niacinamide serum if my skin reacts badly to high percentages of active ingredients?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best affordable alternatives to The Ordinary Niacinamide serum if my skin reacts badly to high percentages of active ingredients?
1 real search · 1 real-search pass
affordable low percentage niacinamide serum 2% 5% sensitive skin fragrance free product ingredientsGoogle ↗
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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
affordable low percentage niacinamide serum 2% 5% sensitive skin fragrance free product ingredients Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
affordable low percentage niacinamide serum 2% 5% sensitive skin fragrance free product ingredients
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1