Real ChatGPT answer · index seedXXXx3VH5t7scompleteBeauty and personal care · clean beautycommercial
What are the most reliable third party certifications for clean beauty in the United States and how do they differ from one another?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most reliable third party certifications for clean beauty in the United States and how do they differ from one another?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
United States cosmetic certification standards COSMOS USDA organic NSF ANSI 305 NATRUE EWG Verified MADE SAFE criteria differences OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FDA clean beauty term no legal definition cosmetics United States FTC organic cosmetics USDA NOP labeling OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |