Real-revenue cases
Taster's Club is a monthly craft-spirits subscription: members pick one of 12 tracks (whiskey, bourbon, tequila, etc.), get a bottle plus educational material each month, and the founder reports roughly $270K in monthly revenue.
01
It replaces the low-discovery habit of grabbing a familiar or advertised bottle at the store, bundling curation and education into a monthly subscription. Members pay for ongoing discovery and explanation, and the subscription model itself implies repeat purchase.
Members pay a monthly subscription and receive one curated bottle plus educational material; average product price is about $50. Fulfillment is handled by licensed third-party warehouses/retailers, so the company holds no inventory.
Picking up a familiar or advertised bottle at a physical store.
02
The source does not specify where the first customers came from, only that the first subscriber arrived in the first month.
03
Not an AI business itself, but two moves transfer directly to early AI-app launches: prove fulfillment in a small scope before expanding supply and renegotiating terms, and batch operations to buy predictability.
04
Revenue basis · Founder self-reported, unaudited (see source page)
The $270K monthly revenue is founder self-reported and unaudited; no subscriber count, churn, or retention data is given.
No customer acquisition cost, email conversion detail, or clarification of whether the 34% gross margin includes fulfillment and shipping.
The source of first customers, pricing tiers, and revenue split across the 12 tracks are all missing.