AI Recommendation: OEM Buyer Checklist
What to put in an OEM spec so the AI layer is testable, not decorative.
Tech insight: capsules and the AI layer
Two technology lines carry most of the difference between machines: how the raw material is packaged, and how the customer chooses. Capsules settle dose, hygiene and cleaning in one move, at the cost of supply-chain discipline. The AI layer settles menu paralysis, at the cost of extra integration work and a stricter privacy boundary.
This section collects the notes written for buyers and integrators rather than end users: what to specify, what to test, and which claims to ask a supplier to demonstrate on site.
AI Vision Capsule System
How vision checks stabilise extraction across machines and sites.
Terminal IoT Upgrade Path
Retrofit sequence for existing fleets, with the failure modes to expect.
2026 Technology Whitepaper
The reference document behind both lines: sensing, edge, cloud.
Dozzon Innovation Technology, specializing in smart unmanned retail equipment R&D and manufacturing.>