Technology: what changes in daily operation

Most technology claims on a vending brochure do not survive a week of real use. The useful question is narrower: does this feature change what the operator has to do on Monday morning? Capsule extraction matters because it removes cleaning and dosing errors. Telemetry matters because it turns a refill guess into a stock count. AI vision matters only if it catches a wrong cup before the customer does.

The pieces below explain each route on its own terms, including where it stops helping. Nothing here is a product pitch; where a technology has a cost, the cost is stated.

Fresh-Grind vs RTD vs Instant

Three extraction routes compared on labour, consistency, waste and floor space.

2026 Technology Whitepaper: IoT, AI, Edge

Architecture of a modern terminal: sensing, edge inference, cloud scheduling.

Terminal IoT Upgrade Path

A practical upgrade sequence for machines already in the field.

AI Vision for Consistent Drinks

What a camera can verify at the cup, and what it cannot.

What AI Drink Recommendation Does

Interaction design of a recommendation flow, and the boundaries it must keep.