Is it smarter to use a Disney style membership model or a Tesla style referral program to launch my new subscription box service?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it smarter to use a Disney style membership model or a Tesla style referral program to launch my new subscription box service?
1 real search · 1 real-search pass
subscription box business customer retention loyalty membership program referral program research recurring revenue referral incentives ecommerce 2025Google ↗
OBSERVEDReason
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)
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
subscription box business customer retention loyalty membership program referral program research recurring revenue referral incentives ecommerce 2025 Google ↗
- Trends and opportunities in the subscription e-commerce market · mckinsey.com
- Retention Tops Trends in Recurly 2025 Industry Report · recurly.com
- How paid loyalty programs can help bring consumers back · mckinsey.com
- The impact of relationship strategy on customer engagement in paid membership programs · sciencedirect.com