NVIDIA Triton Inference Server — Production AI Inference at the Edge

NVIDIA Jetson is the leading edge AI computing platform, delivering data center-level AI performance in power-constrained embedded systems. The Orin NX and AGX Orin modules provide up to 275 TOPS of AI compute for autonomous machines, industrial inspection, smart cities, and medical devices — all at under 60W power consumption.

• ✦AGX Orin delivers 275 TOPS INT8 AI performance in a compact module
• ✦NVIDIA TensorRT for optimized model inference (YOLO, BERT, GPT)

Qualcomm AI Engine, integrated into Snapdragon mobile and IoT platforms, brings dedicated AI acceleration to over 1 billion devices. Its Hexagon Neural Processing Unit (NPU) handles on-device LLM inference (up to 7B parameters), real-time translation, voice assistants, and computational photography without cloud round-trips.

• ✦Hexagon NPU supports 48 TOPS INT8 inference performance
• ✦On-device LLM inference: Llama 3 7B at 15+ tokens/second