Real ChatGPT answer · index seed4cyolssJimgcompleteBeauty and personal care · clean beautycommercial

Looking for recommendations for a clean everyday lip tint that is moisturizing, has clean ingredients, and does not contain heavy metals.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for recommendations for a clean everyday lip tint that is moisturizing, has clean ingredients, and does not contain heavy metals.
1 real search · 1 real-search pass
lip tint brands heavy metals testing lead cadmium arsenic cosmetics third party testing clean beauty Ilia RMS 100% PureGoogle ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
lip tint brands heavy metals testing lead cadmium arsenic cosmetics third party testing clean beauty Ilia RMS 100% Pure Google ↗
  1. Shop ILIA · ulta.com
  2. Shop RMS Beauty · ulta.com
  3. Shop Milk Makeup · ulta.com
  4. Shop Tower 28 · sephora.com
  5. FDA's Testing of Cosmetics for Arsenic, Cadmium, Chromium, Cobalt, Lead, Mercury, and Nickel Content · fda.gov
  6. Lead in Cosmetics · fda.gov
  7. Does ILIA test for heavy metals? · support.iliabeauty.com
  8. Ingredients · ilia-customer-support-en-ca.gorgias.help

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
lip tint brands heavy metals testing lead cadmium arsenic cosmetics third party testing clean beauty Ilia RMS 100% Pure
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1