| Category | Winner | Why |
|---|---|---|
| Raw AI Performance | NVIDIA Jetson Orin Nano Developer Kit (8GB) | The Jetson Orin Nano delivers 40 TOPS via 1024 CUDA cores and Tensor Cores — over 3x the Pi AI Kit's 13 TOPS Hailo-8L accelerator. For running multiple models simultaneously, processing high-resolution video, or deploying large neural networks, the Jetson's compute budget is in a different class. |
| Framework Flexibility | NVIDIA Jetson Orin Nano Developer Kit (8GB) | The Jetson runs CUDA, TensorRT, PyTorch, TensorFlow, and ONNX natively. The Hailo-8L requires models to be compiled through Hailo's Dataflow Compiler — not all operations are supported, and custom layers may need workarounds. For research and experimentation, the Jetson's framework compatibility is unmatched. |
| Total System Cost | Raspberry Pi AI Kit (Hailo-8L) | The Pi AI Kit is an add-on HAT for the Raspberry Pi 5. The total system cost (Pi 5 + AI Kit) is a fraction of the Jetson Orin Nano Developer Kit. For hobbyists, classrooms, and prototype projects, the Pi AI Kit makes edge AI accessible without a large upfront investment. |
| Ease of Setup | Raspberry Pi AI Kit (Hailo-8L) | The Pi AI Kit plugs into the Pi 5's PCIe slot and works with Raspberry Pi OS. Hailo's rpicam-apps integration means object detection works within minutes using familiar Pi camera tools. The Jetson requires JetPack SDK installation, CUDA toolkit setup, and Linux command-line proficiency. |
| Memory and Multi-Model Support | NVIDIA Jetson Orin Nano Developer Kit (8GB) | The Jetson has 8GB unified LPDDR5 shared between CPU and GPU — enough to load multiple models and process several video streams. The Pi AI Kit relies on the Pi 5's 4GB or 8GB RAM for pre/post-processing while the Hailo handles inference. Complex multi-model pipelines favor the Jetson's unified memory architecture. |
| Ecosystem and Add-ons | Raspberry Pi AI Kit (Hailo-8L) | The Pi AI Kit inherits the entire Raspberry Pi ecosystem — Camera Module 3, Sense HAT, thousands of GPIO peripherals, and Home Assistant integration. The Jetson ecosystem is powerful but narrower, focused on industrial and robotics applications. For maker projects that combine AI with physical computing, the Pi platform is more versatile. |
Data from PAM Finds