Real ChatGPT answer · index seedlum5lNj66mAcompleteBeauty and personal care · clean beautyinformational
Which clean beauty brands offer the widest range of neutral non-toxic lipstick shades for everyday office wear
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which clean beauty brands offer the widest range of neutral non-toxic lipstick shades for everyday office wear
1 real search · 1 real-search pass
clean beauty lipstick shade range neutral nude rose mauve brands ILIA Kosas RMS Beauty MOB Beauty Axiology ingredient standards shade counts 2026Google ↗
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)
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
clean beauty lipstick shade range neutral nude rose mauve brands ILIA Kosas RMS Beauty MOB Beauty Axiology ingredient standards shade counts 2026 Google ↗
- Top Clean Beauty Brands 2026: 20 Best Picks, Tested · livetinted.com
- EWG Skin Deep® · ewg.org
- Shop ILIA · iliabeauty.com
- Shop RMS Beauty · rmsbeauty.com
- Shop Kosas · kosas.com
- Shop 100% Pure · 100percentpure.com
- Shop Axiology · axiologybeauty.com
- FAQ · axiologybeauty.com
- Natural Lipsticks · thedetoxmarket.com
- Natural Lipstick Brands: Best Non-Toxic Lipstick & Lip Glosses for Clean Beauty · orbasics.com
- View lipstick · nordstrom.com
- View lipstick · ulta.com
- View lipstick · sephora.com
- View lipstick · ethique.com
Queries
1 queries · click a column to sort