Real ChatGPT answer · index seedryXBL6zjP1scompleteBeauty and personal care · clean beautyinformational
What are the most common ingredients to avoid in liquid foundations when transitioning to clean beauty and how do EWG verified brands compare
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most common ingredients to avoid in liquid foundations when transitioning to clean beauty and how do EWG verified brands compare
3 real searches · 1 real-search pass
EWG VERIFIED cosmetics standard criteria ingredient disclosure manufacturing requirements 2026Google ↗
OBSERVEDOther / navigational
common ingredients in liquid foundation fragrance parabens phthalates PFAS formaldehyde releasers talc safety cosmetics FDAGoogle ↗
OBSERVEDReason
EWG Skin Deep foundation ingredients clean beauty liquid foundation brands EWG VerifiedGoogle ↗
OBSERVEDComparison
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
EWG VERIFIED cosmetics standard criteria ingredient disclosure manufacturing requirements 2026 Google ↗
common ingredients in liquid foundation fragrance parabens phthalates PFAS formaldehyde releasers talc safety cosmetics FDA Google ↗
EWG Skin Deep foundation ingredients clean beauty liquid foundation brands EWG Verified Google ↗
- Phthalates in Cosmetics · fda.gov
- Allergens in Cosmetics · fda.gov
- Per and Polyfluoroalkyl Substances (PFAS) in Cosmetics · fda.gov
- Clean cosmetics: The science behind the trend · health.harvard.edu
- Get EWG Verified® - Personal Care Products | EWG Verified® Program : For Your Health · ewg.org
- What is EWG Verified® for Personal Care Products : For Your Health · ewg.org
- Announcements for the EWG Verified&® Program : For Your Health · ewg.org
- EWG foundation directory · ewg.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
EWG VERIFIED cosmetics standard criteria ingredient disclosure manufacturing requirements 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
common ingredients in liquid foundation fragrance parabens phthalates PFAS formaldehyde releasers talc safety cosmetics FDA OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
EWG Skin Deep foundation ingredients clean beauty liquid foundation brands EWG Verified OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |