Real ChatGPT answer · index seedgscntbAIXiEcompleteBeauty and personal care · cosmeticscommercial

What are the top rated organic lipsticks currently on the market that use truly safe food grade ingredients and do not contain heavy metals or lead?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the top rated organic lipsticks currently on the market that use truly safe food grade ingredients and do not contain heavy metals or lead?
1 real search · 1 real-search pass
2026 best organic lipstick brands ingredients heavy metals lead cadmium arsenic independent testingGoogle ↗
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). 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
2026 best organic lipstick brands ingredients heavy metals lead cadmium arsenic independent testing Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 best organic lipstick brands ingredients heavy metals lead cadmium arsenic independent testing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1