Real ChatGPT answer · index seed2mBF7N0jMEEcompleteBeauty and personal care · clean beautyhowto

What are the best non toxic berry lipstick shades for medium skin tones that do not contain heavy metals or questionable synthetic dyes?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best non toxic berry lipstick shades for medium skin tones that do not contain heavy metals or questionable synthetic dyes?
1 real search · 1 real-search pass
100% Pure fruit pigmented lipstick ingredients heavy metals testing; Axiology Balmie ingredients pigments heavy metals testing; RMS Beauty lipstick ingredients synthetic dyes heavy metals 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
100% Pure fruit pigmented lipstick ingredients heavy metals testing; Axiology Balmie ingredients pigments heavy metals testing; RMS Beauty lipstick ingredients synthetic dyes heavy metals testing Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
100% Pure fruit pigmented lipstick ingredients heavy metals testing; Axiology Balmie ingredients pigments heavy metals testing; RMS Beauty lipstick ingredients synthetic dyes heavy metals testing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1