Real ChatGPT answer · index seedgq0hB8v3FtkcompleteBeauty and personal care · nail carecomparison

I want to know if Zoya non toxic nail polish or Deborah Lippmann is worth the higher price tag for aging nails.

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

The searches the AI actually ran for this prompt.

SEED QUERY
I want to know if Zoya non toxic nail polish or Deborah Lippmann is worth the higher price tag for aging nails.
1 real search · 1 real-search pass
Zoya vs Deborah Lippmann nail polish formula ingredients brittle aging nails review comparisonGoogle ↗
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
Zoya vs Deborah Lippmann nail polish formula ingredients brittle aging nails review comparison Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Zoya vs Deborah Lippmann nail polish formula ingredients brittle aging nails review comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1