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

ChatGPTgpt-61 query11/1/2026
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)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

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 ↗
  1. Top Clean Beauty Brands 2026: 20 Best Picks, Tested · livetinted.com
  2. EWG Skin Deep® · ewg.org
  3. Shop ILIA · iliabeauty.com
  4. Shop RMS Beauty · rmsbeauty.com
  5. Shop Kosas · kosas.com
  6. Shop 100% Pure · 100percentpure.com
  7. Shop Axiology · axiologybeauty.com
  8. FAQ · axiologybeauty.com
  9. Natural Lipsticks · thedetoxmarket.com
  10. Natural Lipstick Brands: Best Non-Toxic Lipstick & Lip Glosses for Clean Beauty · orbasics.com
  11. View lipstick · nordstrom.com
  12. View lipstick · ulta.com
  13. View lipstick · sephora.com
  14. View lipstick · ethique.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
clean beauty lipstick shade range neutral nude rose mauve brands ILIA Kosas RMS Beauty MOB Beauty Axiology ingredient standards shade counts 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1