Everyone loves to talk about AI in digital signage - until it’s time to actually deploy it.
Then the industry hits the same wall every time: The cloud is too slow, too expensive, too fragile, and too far away from the customer.

Real‑time personalization? Cloud latency kills it. Audience analytics at scale? Bandwidth, cost, and privacy make it unsustainable. In‑store retail media optimization?
Try doing that when your inference model has to travel halfway across the internet.

If digital signage wants to deliver true intelligence - not marketing hype - AI must move where the action happens: on the edge, inside the store, in front of the customer, at the moment of engagement.

This panel exposes the uncomfortable truth the industry keeps avoiding: Cloud-first AI sounds sexy, but edge-first AI actually works.Retailers want real-time insights, not round‑trips to a distant data center. Privacy regulations are tightening — edge compute is the only way to stay compliant. And if your AI dies every time connectivity stutters, it was never “intelligent” to begin with.

We’ll dive into why the future of digital signage, retail media, measurement, and dynamic content depends on ultra-low-latency edge AI, not cloud dreams - and how this shift will rewrite the hardware stack, software architectures, and business models of the entire industry.