How Is AI Efficiency Powering the Edge?

As models shrink and accelerators speed up inference, AI is becoming embedded everywhere, from smartphones to factory floors. This report explores how smarter, faster, and more efficient AI is unlocking intelligence at the edge and delivering transformative new user experiences.

What's Included in the Report?

AI Inference Moving to the Edge

Explore the key drivers, such as smaller models, privacy, low latency, and sustainability, that are fueling the shift toward edge AI.

DeepSeek and the Rise of Ultra-Efficient AI Models

Learn how Jevon’s Paradox explains why efficiency gains are accelerating AI demand, not reducing it.

The Future of Edge AI Hardware: CPU and Accelerator

Discover how to deliver more powerful, efficient, and responsive on-device AI experiences by combining CPUs with dedicated AI accelerators.

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