Real ChatGPT answer · index seedQQHWfxCR5r4completeBeauty and personal care · cosmeticscommercial

Can you compare the ingredients of popular organic lipsticks to make sure they are truly non toxic and safe to use

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the ingredients of popular organic lipsticks to make sure they are truly non toxic and safe to use
1 real search · 1 real-search pass
organic lipstick ingredient lists ILIA 100% Pure RMS Beauty Juice Beauty Axiology heavy metals testing safetyGoogle ↗
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
organic lipstick ingredient lists ILIA 100% Pure RMS Beauty Juice Beauty Axiology heavy metals testing safety Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
organic lipstick ingredient lists ILIA 100% Pure RMS Beauty Juice Beauty Axiology heavy metals testing safety
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1