Real ChatGPT answer · index seednkQwDpNifHQcompleteRetail and ecommerce · subscription boxescomparison
Are eco friendly subscription boxes seeing a higher churn rate than conventional ones based on recent consumer spending reports
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are eco friendly subscription boxes seeing a higher churn rate than conventional ones based on recent consumer spending reports
3 real searches · 1 real-search pass
2025 2026 consumer spending reports subscription box churn rate sustainability eco-friendly conventional subscription commerce retention dataGoogle ↗
OBSERVEDReason
subscription box industry churn retention rate consumer survey sustainability eco friendly products subscription cancellation report 2024 2025Google ↗
OBSERVEDReason
consumer spending report sustainable products willingness to pay subscription services churn 2025Google ↗
OBSERVEDConsequence
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2025 2026 consumer spending reports subscription box churn rate sustainability eco-friendly conventional subscription commerce retention data Google ↗
subscription box industry churn retention rate consumer survey sustainability eco friendly products subscription cancellation report 2024 2025 Google ↗
consumer spending report sustainable products willingness to pay subscription services churn 2025 Google ↗
- Under Pressure Consumers Shift Their Spending-Dec-2025-Edit · web-assets.bcg.com
- Unpacking preferences for surprise subscription boxes-A Kano-based study of present, former, and non-users · imec-publications.be
- DTC subscription churn index 2026: what six public subscription disclosers tell us about retention right now · eightx.co
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 consumer spending reports subscription box churn rate sustainability eco-friendly conventional subscription commerce retention data OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
subscription box industry churn retention rate consumer survey sustainability eco friendly products subscription cancellation report 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
consumer spending report sustainable products willingness to pay subscription services churn 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |