Real ChatGPT answer · index seedWZUnlnysurAcompleteBeauty and personal care · skincarecomparison

Why is The Ordinary Niacinamide serum sometimes pilling under sunscreen and how can we prevent this in our retail demonstrations?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Why is The Ordinary Niacinamide serum sometimes pilling under sunscreen and how can we prevent this in our retail demonstrations?
2 real searches · 1 real-search pass
The Ordinary Niacinamide 10% Zinc 1% official directions pilling layering sunscreen apply few dropsGoogle ↗
OBSERVEDInstruction
The Ordinary skincare pilling layering products sunscreen official adviceGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%ComparisonConsequenceReasonDefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 1 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% official directions pilling layering sunscreen apply few drops Google ↗
The Ordinary skincare pilling layering products sunscreen official advice Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
The Ordinary Niacinamide 10% Zinc 1% official directions pilling layering sunscreen apply few drops
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
The Ordinary skincare pilling layering products sunscreen official advice
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1