how do certified organic lipstick brands test their heavy metal safety compared to traditional budget cosmetic brands
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
how do certified organic lipstick brands test their heavy metal safety compared to traditional budget cosmetic brands
3 real searches · 1 real-search pass
FDA cosmetics heavy metals lipstick lead testing guidance color additives impurities heavy metals cosmeticsGoogle ↗
OBSERVEDReason
USDA organic cosmetics certification does not certify product safety heavy metals testing cosmeticsGoogle ↗
OBSERVEDReason
lipstick heavy metals testing ICP-MS batch testing cosmetics study FDA lead lipstickGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
FDA cosmetics heavy metals lipstick lead testing guidance color additives impurities heavy metals cosmetics Google ↗
USDA organic cosmetics certification does not certify product safety heavy metals testing cosmetics Google ↗
lipstick heavy metals testing ICP-MS batch testing cosmetics study FDA lead lipstick Google ↗
- Product Testing of Cosmetics · fda.gov
- FDA's Testing of Cosmetics for Arsenic, Cadmium, Chromium, Cobalt, Lead, Mercury, and Nickel Content · fda.gov
- "Organic" Cosmetics · fda.gov
- Cosmetics, Body Care, and Personal Care Products · ams.usda.gov
- Limiting Lead in Lipstick and Other Cosmetics · fda.gov
- Lead in Cosmetics · fda.gov
- FDA's Testing of Cosmetics for Arsenic, Cadmium, Chromium, Cobalt, Lead, Mercury, and Nickel Content · fda.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
FDA cosmetics heavy metals lipstick lead testing guidance color additives impurities heavy metals cosmetics OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
USDA organic cosmetics certification does not certify product safety heavy metals testing cosmetics OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
lipstick heavy metals testing ICP-MS batch testing cosmetics study FDA lead lipstick OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |