Real ChatGPT answer · index seedfevO7S0tTMocompleteBeauty and personal care · clean beautycommercial

Can you compare the cost per ounce of popular clean beauty subscriptions to see which one gives the best value for a recent college grad?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the cost per ounce of popular clean beauty subscriptions to see which one gives the best value for a recent college grad?
1 real search · 1 real-search pass
2026 clean beauty subscription boxes price contents sizes Beauty Heroes Petit Vour Detox Box monthly subscriptionGoogle ↗
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
2026 clean beauty subscription boxes price contents sizes Beauty Heroes Petit Vour Detox Box monthly subscription Google ↗
  1. Beauty Boxes · petitvour.com
  2. Petit Vour Plus Beauty Box · petitvour.com
  3. Subscribe · lovegoodly.com
  4. Clean Beauty - Skincare Subscription Box · beauty-heroes.com
  5. Monthly Plan ($39.95/Month, Auto Renews Monthly) · nourishbeautybox.com
  6. The April Detox Box 2026 · thedetoxmarket.com
  7. Monthly Beauty Box Subscription (USA) · petitvour.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 clean beauty subscription boxes price contents sizes Beauty Heroes Petit Vour Detox Box monthly subscription
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1