Avaota F2 – Allwinner V861 RISC-V SBC targets AI cameras with PTZ and audio support - CNX Software

Allwinner's V861 RISC-V SoC targeting AI cameras is less about swapping an ISA and more about building an independent technology corridor that sidesteps ARM's licensing architecture entirely. The PTZ-plus-audio-plus-edge-inference integration signals industrial-grade visual terminals—warehouse automation, production-line QC, perimeter surveillance—not consumer gadgets. On compliance, ARM's tightening of authorization reviews for Chinese clients has made the RISC-V pivot a strategic necessity rather than a curiosity. Pairing an open ISA with Allwinner's in-house NPU and ISP creates a closed loop of instruction set, compute, and perception that materially reduces single-vendor dependency. The cost: RISC-V's AI inference stack—quantization toolchains, ONNX Runtime backends—still lags ARM by roughly 18 to 24 months in production readiness. Competitively, V861's BOM sits an estimated 15 to 25 percent below equivalent ARM-based parts, a margin that directly pressures Rockchip's RK3588 line and NXP's industrial vision portfolio, especially among Southeast Asian camera-module OEMs where price sensitivity dominates procurement. Over the next 12 to 24 months, RISC-V edge-AI penetration should climb from single digits toward 15 to 20 percent. The real inflection point, however, will not be another SoC release—it will be the moment mainstream inference frameworks ship optimized RISC-V backends and the ecosystem flywheel actually engages.