Digital Signage ⁽³⁾

The Single-Unit Pilot Problem: No Fleet to Absorb Over-Spec A single-unit pilot changes the math of every AI-hardware decision. In a fleet rollout, an over-specced accelerator is amortized across thousands of units, spare headroom is cheap, and engineering time is spread over many builds. When…

Deciding between AI HoloBox on-device vs cloud processing architecture comes down to where inference runs. On-device, the Rockchip RK3566 NPU handles wake, sensor, and avatar pipelines locally; cloud paths rely on a network round-trip and an optional LLM connector. This guide quantifies the latency and…

Why the AI Architecture Choice Comes Before the Site Survey In any digital signage deployment, the AI architecture decision precedes the site survey: choose where inference runs before you spec a single panel, because that choice drives the processor, memory, and connectivity your whole fleet…