Real ChatGPT answer · index seedHitPnyCWjH8completeRetail and ecommerce · subscription boxescomparison
Which beauty box services currently rank highest in subscriber satisfaction according to recent unboxing reviews and customer retention data
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which beauty box services currently rank highest in subscriber satisfaction according to recent unboxing reviews and customer retention data
2 real searches · 1 real-search pass
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)
Classes come from the query-classifier (a local Laya model). 1 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
best beauty subscription boxes 2026 subscriber satisfaction retention renewal rates unboxing reviews Google ↗
beauty subscription box reviews 2025 2026 Ipsy Boxycharm Allure Beauty Box Glossybox customer satisfaction unboxing Google ↗
- IPSY Reviews · mysubscriptionaddiction.com
- IPSY Extra Reviews · mysubscriptionaddiction.com
- IPSY official website · ipsy.com
- 8 Best Beauty Subscription Boxes of 2026 · reviewed.com
- 14 Best Beauty Box Subscriptions, Tested for Months (2025) · wired.com
- Allure Beauty Box · influenster.com
- Allure Beauty Box Reviews: Everything You Need To Know · mysubscriptionaddiction.com
- Allure Beauty Box · allure.com
- The 4 Best Beauty Subscription Boxes (2026): Fortune Approved · fortune.com
- Beauty Heroes website · beauty-heroes.com
- Beauty Box Churn Rate Benchmark: 8-14% a Month · eightx.co
- DTC subscription churn index 2026: what six public subscription disclosers tell us about retention right now · eightx.co
- Beauty Subscription Boxes Churn Rate: 9.8% Monthly (2026) · retentioncheck.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best beauty subscription boxes 2026 subscriber satisfaction retention renewal rates unboxing reviews OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
beauty subscription box reviews 2025 2026 Ipsy Boxycharm Allure Beauty Box Glossybox customer satisfaction unboxing OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |