Real ChatGPT answer · index seed2ZwxAGRXNVAcompleteBeauty and personal care · clean beautycommercial
What are the most popular non toxic berry lipstick shades for fall semester parties that won't smudge easily when eating or drinking?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most popular non toxic berry lipstick shades for fall semester parties that won't smudge easily when eating or drinking?
1 real search · 1 real-search pass
best clean beauty berry lip stains transfer resistant long wear ingredients vegan lipstick 2026Google ↗
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)
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
best clean beauty berry lip stains transfer resistant long wear ingredients vegan lipstick 2026 Google ↗
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