Real ChatGPT answer · index seed40crG0cVPJ8completeBeauty and personal care · clean beautycommercial

How much money do indie beauty store owners typically spend per month on clean beauty subscriptions for product research purposes?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much money do indie beauty store owners typically spend per month on clean beauty subscriptions for product research purposes?
2 real searches · 1 real-search pass
independent beauty store owners monthly spending product research subscriptions clean beauty market research subscriptions costGoogle ↗
OBSERVEDOther / navigational
beauty retail trend forecasting subscription pricing indie retailers clean beauty product discovery servicesGoogle ↗
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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
independent beauty store owners monthly spending product research subscriptions clean beauty market research subscriptions cost Google ↗
beauty retail trend forecasting subscription pricing indie retailers clean beauty product discovery services Google ↗
  1. Clean Beauty - Skincare Subscription Box · beauty-heroes.com
  2. FAQ's Beauty Heroes · beauty-heroes.com
  3. Subscribe · laurelandreed.com
  4. Frequently Asked Questions - Think Dirty® · thinkdirtyapp.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
independent beauty store owners monthly spending product research subscriptions clean beauty market research subscriptions cost
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
beauty retail trend forecasting subscription pricing indie retailers clean beauty product discovery services
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1