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Chips and edge compute

Compare chips and edge compute platforms for robotics: AI performance, power draw, price, availability.

Updated 2026-07-09 · 10 entries · JSON

Click any row to reveal details, sources and verification date.

Name Vendor Country Type AI perf Power (W) Price (USD) Availability

The de facto flagship compute for humanoid robots in 2026: 7.5x the AI compute of Orin, 128 GB of memory to run VLA models on-robot, adopted or evaluated by nearly every major humanoid maker including Boston Dynamics, Agility, Figure and OpenAI.

Memory : 128 GB LPDDR5XForm factor : System-on-module (Jetson T5000) + developer kit; 40-130 W envelopeApplications : humanoid, AMR, manipulation, healthcare, agriculture, visionUsed by : Boston Dynamics Atlas, Agility Robotics Digit, Figure, Amazon Robotics, Unitree H2 Plus, Caterpillar, 1X (evaluating)

Sources : NVIDIA Newsroom (2025-08-25)CNX Software (2025-08-19)NVIDIA (2026-07-09) Last verified 2026-07-09

Four years after launch, Orin remains the workhorse of the robotics industry, powering everything from Unitree humanoids to Skydio drones; Thor supersedes it at the high end but Orin keeps the volume and the mature Isaac/ROS ecosystem.

Memory : 64 GB LPDDR5 (unified)Form factor : System-on-module + developer kit; 15-60 W configurableApplications : humanoid, AMR, drone, vision, industrialUsed by : Unitree G1 EDU (Orin NX), Skydio X10, NVIDIA Isaac GR00T reference platforms

Sources : Hackster.io (2022-03-22)NVIDIA (technical brief v1.2) (2022-07-01)Futurology.tech (2026-07-09)Skydio (2026-07-09) Last verified 2026-07-09

Qualcomm's frontal assault on NVIDIA Jetson: a full robotics stack unveiled at CES 2026, from household robots to full-size humanoids, with Figure and KUKA among named partners and a power-efficiency pitch inherited from mobile.

Memory : 36 GB LPDDR5 (EVK configuration)Form factor : SoC; EVK, SMARC modules and robot controllers from Lantronix, Advantech, TriaApplications : humanoid, AMR, industrial, drone, visionUsed by : Figure (partnership announced CES 2026), Booster Robotics (partner), KUKA Robotics (partner)

Sources : Qualcomm (2026-07-09)Qualcomm Newsroom (2026-01-06)Lantronix (2026-07-09)Electronics Media (2026-06-29) Last verified 2026-07-09

First market-available discrete edge accelerator to run LLMs and VLMs fully on-device at ~2.5 W typical, positioning Israel's Hailo as the low-power counterweight to Jetson for drones and vision robotics.

Memory : On-module DRAM via direct DDR interface (M.2 2242/2280 module)Form factor : Discrete accelerator chip; M.2 Key M moduleApplications : drone, vision, AMR, automotive, edge GenAIUsed by : Raspberry Pi AI HAT+ 2 (dev platform), HP and Fujitsu edge products (integrations)

Sources : Hailo (2025-07-22)SiliconANGLE (2025-07-22)Hailo (2026-07-09)Hackster.io (2024-04-10) Last verified 2026-07-09

Europe's best-funded edge-AI chip startup (Eindhoven, NL): digital in-memory computing on RISC-V delivering 214 TOPS for ~$149, with the 629-TOPS Europa AIPU and a EUR 61.6M EuroHPC grant anchoring Europe's inference-sovereignty push.

Memory : 1 GB DRAM (M.2 card); 4-16 GB (PCIe card)Form factor : M.2 2280 M-Key card (3.5-9 W typ.) and PCIe HHHL card (8-15 W typ.)Applications : vision, AMR, industrial, retail analytics

Sources : Axelera AI (2026-07-09)Axelera AI Store (2026-07-09)Business Wire (Axelera) (2025-10-21)CNX Software (2023-01-02) Last verified 2026-07-09

The only humanoid brain built fully in-house at automotive scale: the same AI4 computer runs Tesla cars and Optimus, and Musk calls the 8x-faster AI5 'absolutely critical' for Optimus, admitting AI4 is not enough for the humanoid program.

Memory : GDDR6 (~384 GB/s per third-party analyses); AI4+ variant announced 2026 with doubled memory (32 GB per SoC)Form factor : Dual-SoC redundant compute board shared between vehicles and OptimusApplications : humanoid, automotiveUsed by : Tesla Optimus

Sources : Electrek (2025-11-25)Wikipedia (2026-07-09)Not a Tesla App (2026-07-09)Teslarati (2026-07-09) Last verified 2026-07-09

One of the first chips marketed explicitly as 'Physical AI' silicon: runs LLMs, VLMs and classic computer vision on one SoC under 10 W, targeting robotics and industrial edge as a low-power alternative to Jetson.

Memory : 8-32 GB LPDDR5 (SoM variants)Form factor : SoC + pin-compatible SoM (8 GB $349 / 32 GB $599); DevKit $1,499Applications : vision, AMR, industrial, defense, healthcare

Sources : SiMa.ai (2025-08-12)Business Wire (SiMa.ai) (2025-01-29)SiMa.ai (product brief) (2025-09-09) Last verified 2026-07-09

China's main domestic alternative to Jetson for robot builders: the first single-SoC kit merging AI perception and real-time motion control, already adopted by 20+ embodied-AI companies including Leju and LimX Dynamics.

Memory : 12 GB LPDDR5 (96-bit)Form factor : Single-SoC computation-control board: 6x Cortex-A78AE + BPU + real-time MCU cores for motion controlApplications : humanoid, quadruped, AMR, manipulation, visionUsed by : Unitree G1 (launch demo), Leju Robotics humanoids, LimX Dynamics

Sources : D-Robotics (2026-07-09)Pistiz (2026-07-09)Electromaker (2026-07-09)Waveshare (2026-07-09) Last verified 2026-07-09

France's manycore pioneer survived a 2025 liquidity crisis by refocusing on its MPPA/DPU silicon (semiconductor revenue nearly quadrupled to EUR 14.3M); with GrAI Matter Labs absorbed by Snap, Kalray is one of the last French embedded-AI processor players.

Memory : 16 GB DDR4 @ 3200 MT/sForm factor : PCIe Gen4 card with 4x 10/25G SFP28; 80-core VLIW manycore DPUApplications : vision, industrial, defense, edge AI

Sources : Kalray (2026-07-09)Infonet (2026-07-09)Le Journal des Entreprises (2026-07-09) Last verified 2026-07-09

The budget workhorse of physical AI: its modest 6-TOPS NPU plus strong CPU/GPU make it the default brain of countless AMRs, robot dev boards and Chinese robotics products where a Jetson would be overkill.

Memory : External LPDDR4/4x/LPDDR5 (board-dependent)Form factor : SoC (8x Cortex-A76/A55 + Mali-G610); ubiquitous on SBCs, SMARC and robot control boards; -40 to +85 C industrial variantsApplications : AMR, vision, education robots, industrialUsed by : Theobroma Systems JAGUAR mobile-robot computer, Dusun IoT AGV/AMR controllers

Sources : TinyComputers.io (2026-07-09)Dusun IoT (2026-07-09)Robotics 24/7 (2026-07-09) Last verified 2026-07-09

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