AAEON, a leading developer of edge AI platforms, has launched the BOXER-8651AI-PLUS and BOXER-8652AI-PLUS—two new embedded AI systems built on the NVIDIA Jetson Orin NX module with Super Mode capability.
These new models arrive after the BOXER-8653AI-PLUS, introduced in February 2026, and together they complete AAEON’s BOXER-865xAI-PLUS product lineup.
Designed to provide users across market segments with the enhanced software stack, greater power consumption flexibility and performance optimization offered by Super Mode with NVIDIA JetPack 6.2 SDK, BOXER-865xAI-PLUS series PCs offer up to 157 TOPS of AI performance. The primary differences between the three systems are their form factors and the functions they offer, which in turn influence the types of deployment scenarios AAEON has positioned them for.
The smallest of the three at 125mm x 90mm x 56mm, the BOXER-8651AI-PLUS is geared towards applications that require high-performance AI inference in space-constrained setups, such as AIoT nodes within the smart building management and retail sectors. As such, the system’s I/O is relatively streamlined, with four USB 3.2 Gen 2 ports and Gigabit Ethernet joining a DB-9 port for CANBus/ RS-232 and a 10-pin physical DIO header. Despite its compact size, the system maintains a -25°C to 55°C operating temperature range alongside a 12V to 24V power input tolerance.
Also relatively compact at 190mm x 136mm x 75mm, the BOXER-8652AI-PLUS is positioned as a platform for industrial AI applications such as AMR. To host the cameras and sensors required for such solutions, the BOXER-8652AI-PLUS provides two DB-9 ports for CANBus and RS-232/422/485, four USB, and dual RJ-45 LAN. Moreover, the BOXER-8652AI-PLUS includes a box header for out-of-band management support, making it suitable for scaling industrial AMR fleets across factories.
The most advanced of the three, the BOXER-8653AI-PLUS includes four independent PoE LAN ports. As such, AAEON has indicated it is primarily positioned for smart city installations like roadside units and public safety systems. Lending further credence to this is the BOXER-8653AI-PLUS’s out-of-band management and TPM 2.0 support, which AAEON states have been included to enable secure remote device rebooting, diagnostics, and monitoring on the system when it is deployed as part of broader smart infrastructure setups.
