Analyst Report. Networks for the AI Era: How Connectivity Infrastructure Must Evolve to Meet Enterprise AI Demands

Most IoT networks were built for a world that no longer exists. Today, AI inference is moving to the edge, on-device models weigh several gigabytes, and regulators across the EU, UK, China, India, and Australia are imposing strict controls on where data can travel.

This whitepaper, co-authored by FLOLIVE® and Kaleido Intelligence, examines the forces reshaping IoT connectivity in the AI era. It draws on Kaleido’s 2025 survey of 211 MNOs, MVNOs, and service providers and goes deep on the architecture decisions that will separate leaders from laggards.

Coverage spans the regulatory landscape, the traffic shifts driven by cloud, edge, and on-device AI, and the infrastructure requirements—latency, jitter, resilience, observability, and sovereign routing—that connectivity providers must now meet. The conclusion: connectivity is no longer a commodity. It is a compliance and performance asset. 

What you’ll learn

  • Why 88% of connectivity providers are already fielding customer demand for AI-driven services
  • How cloud-based AI can push IoT uplink traffic 700% higher than downlink 
  • The six connectivity requirements enterprise AI workloads now impose on the network 
  • Analyst_Report_AI-Era_Kaleido_Q2-2026
  • How data sovereignty has expanded beyond PII to AI inference 
  • What sovereign-by-design, edge-proximal network infrastructure looks like in practice 

 

 

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