Real ChatGPT answer · index seedQsmM9sGTZPEcompleteBeauty and personal care · clean beautylocal

Which clean beauty brands with eco-friendly packaging ship out student subscription boxes with non-toxic lipsticks?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which clean beauty brands with eco-friendly packaging ship out student subscription boxes with non-toxic lipsticks?
2 real searches · 1 real-search pass
clean beauty subscription boxes student discount non-toxic lipstick eco-friendly packaging brands 2026Google ↗
OBSERVEDComparison
clean beauty brands lipstick subscription box college students student subscription boxGoogle ↗
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 (2)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

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 subscription boxes student discount non-toxic lipstick eco-friendly packaging brands 2026 Google ↗
clean beauty brands lipstick subscription box college students student subscription box Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
clean beauty subscription boxes student discount non-toxic lipstick eco-friendly packaging brands 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
clean beauty brands lipstick subscription box college students student subscription box
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1