Real ChatGPT answer · index seed2hvkq9qdqQkcompleteBeauty and personal care · clean beautyinformational
Why is everyone talking about clean beauty brands like Kosas and Ilia and are they really safer for daily use than traditional makeup
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why is everyone talking about clean beauty brands like Kosas and Ilia and are they really safer for daily use than traditional makeup
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
ChatGPT2 real searches · gpt-6
clean beauty cosmetics safety no legal definition FDA cosmetics ingredients safety claims 2025 Google ↗
Kosas ILIA makeup ingredient safety preservatives SPF testing cosmetics clean beauty claims Google ↗
- Product FAQs · kosas.com
- Ingredients - Kosas Clean, Non-Toxic Makeup · kosas.com
- Are ILIA products clean, natural, and organic? · support.iliabeauty.com
- Product Information & FAQs · support.iliabeauty.com
- Cosmetics Labeling Claims · fda.gov
- Small Businesses & Homemade Cosmetics: Fact Sheet · fda.gov
- FDA Regulation of Cosmetics and · congress.gov
- "Organic" Cosmetics · fda.gov
- Makeup · fda.gov
- FDA Authority Over Cosmetics: How Cosmetics Are Not FDA-Approved, but Are FDA-Regulated · fda.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
clean beauty cosmetics safety no legal definition FDA cosmetics ingredients safety claims 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Kosas ILIA makeup ingredient safety preservatives SPF testing cosmetics clean beauty claims OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |