Real ChatGPT answer · index seedORV9fGGI12ccompleteBeauty and personal care · clean beautycommercial
What are the absolute best non toxic lipstick shades for a wedding I am attending tonight and where can I buy them locally in a hurry
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the absolute best non toxic lipstick shades for a wedding I am attending tonight and where can I buy them locally in a hurry
1 real search · 1 real-search pass
best clean beauty lipstick ingredient standards ILIA Kosas 100% Pure lipstick shades 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 lipstick ingredient standards ILIA Kosas 100% Pure lipstick shades 2026 Google ↗