Real ChatGPT answer · index seedVwYkhEe0oewcompleteBeauty and personal care · clean beautycomparison

Between Kosas and Ilia, which brand has better shade matching and less separation issues in hot retail store conditions?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Between Kosas and Ilia, which brand has better shade matching and less separation issues in hot retail store conditions?
1 real search · 1 real-search pass
Kosas vs ILIA foundation shade match undertones reviews separation heat humidity wear testGoogle ↗
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

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Kosas vs ILIA foundation shade match undertones reviews separation heat humidity wear test
OBSERVED
Google ↗
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—Comparison——1x
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