Real ChatGPT answer · index seed7pA98rfgN2UcompleteBeauty and personal care · clean beautyhowto

Can you compare the heavy metal testing standards of RMS Beauty and other popular clean brands to help me choose safer makeup for daily wear?

ChatGPTgpt-66 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the heavy metal testing standards of RMS Beauty and other popular clean brands to help me choose safer makeup for daily wear?
6 real searches · 1 real-search pass
RMS Beauty heavy metals testing policy lead arsenic cadmium mercury testing standards cosmeticsGoogle ↗
OBSERVEDReason
ILIA Beauty heavy metals testing policy heavy metals testing cosmeticsGoogle ↗
OBSERVEDReason
Kosas heavy metals testing policy heavy metals testing cosmeticsGoogle ↗
OBSERVEDReason
Saie beauty heavy metals testing policy testing standardsGoogle ↗
OBSERVEDReason
Credo Beauty clean standard heavy metals testing limits cosmeticsGoogle ↗
OBSERVEDOther / navigational
FDA cosmetics heavy metals lead arsenic cadmium mercury limits guidance cosmeticsGoogle ↗
OBSERVEDReason

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 (6)
Short factOther / navigational17%ComparisonConsequenceReason83%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 6 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT6 real searches · gpt-6
RMS Beauty heavy metals testing policy lead arsenic cadmium mercury testing standards cosmetics Google ↗
ILIA Beauty heavy metals testing policy heavy metals testing cosmetics Google ↗
Kosas heavy metals testing policy heavy metals testing cosmetics Google ↗
Saie beauty heavy metals testing policy testing standards Google ↗
Credo Beauty clean standard heavy metals testing limits cosmetics Google ↗
FDA cosmetics heavy metals lead arsenic cadmium mercury limits guidance cosmetics Google ↗

Semantic map

Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.

Colour
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

6 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
RMS Beauty heavy metals testing policy lead arsenic cadmium mercury testing standards cosmetics
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
ILIA Beauty heavy metals testing policy heavy metals testing cosmetics
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Kosas heavy metals testing policy heavy metals testing cosmetics
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Saie beauty heavy metals testing policy testing standards
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Credo Beauty clean standard heavy metals testing limits cosmetics
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
FDA cosmetics heavy metals lead arsenic cadmium mercury limits guidance cosmetics
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1