Pulse Meter: Leveraging the Edge When AI Has to be Real-Time, Reliable, and Low Latency

This report examines the growing shift from cloud-based AI to edge deployments driven by the need for real-time performance, reliability and low latency. While organizations value edge AI’s speed and cost benefits, talent shortages and dissatisfaction with current tooling highlight strong demand for more automated, customizable platforms that integrate cloud-based development with edge deployment.