Finding
Driving compute is consolidating on NVIDIA, Qualcomm and Horizon Robotics, while Tesla and Chinese EV makers move to in-house chips
NVIDIA's DRIVE Orin and Thor run the higher-end driver assistance of most premium Western and Chinese brands; Mobileye's EyeQ chips run basic ADAS in most of the world's cars; Horizon Robotics' Journey 6 is the volume choice in China. Tesla, XPeng, NIO and Rivian now design their own driving chips.
In-house silicon follows from vision-heavy end-to-end driving models, which need large on-chip memory bandwidth and a toolchain tuned to one model. Tesla's AI5 is built by TSMC and Samsung; XPeng's Turing runs its G7 and IRON humanoid and is supplied to Volkswagen China; NIO's 5 nm Shenji NX9031 matches four Orin-X chips by NIO's figures. US export controls add a second motive for Chinese makers: domestic chips avoid supply risk on NVIDIA parts.
The same silicon is moving into robots. NVIDIA's Jetson Thor shares the Blackwell architecture with DRIVE Thor and targets humanoids; Tesla's Optimus runs on its vehicle chips; XPeng's IRON uses Turing. Training happens elsewhere, on data center clusters such as Tesla's Cortex in Austin and xAI's Colossus in Memphis; see Autonomy Training Clusters.
SoCs
Driving and robot SoCs
Linked names have a full profile.
| Company | HQ | Silicon | Focus | Customers and notes |
|---|---|---|---|---|
| NVIDIA | US | DRIVE Orin, DRIVE Thor | Central vehicle computer, ADAS to L4 | Mercedes-Benz, Volvo, Zeekr, Li Auto, BYD, Lucid, robotaxi builders |
| Qualcomm | US | Snapdragon Ride, Ride Flex, Ride Elite | ADAS plus cockpit on one chip | BMW (Neue Klasse ADAS), GM, Chinese brands |
| Mobileye | Israel | EyeQ6 Lite and High, EyeQ Ultra | ADAS to eyes-off driving | Volkswagen Group, most global OEMs for basic ADAS |
| Horizon Robotics | China | Journey 6 family (6B, 6E, 6M, 6P) | ADAS to urban NOA | Li Auto, BYD, Volkswagen (Carizon JV), Chery, SAIC |
| Huawei | China | Ascend-based MDC computers | Qiankun ADS | HIMA brands, Changan, GAC, Dongfeng |
| Black Sesame Technologies | China | Huashan A1000, Wudang C1200 | ADAS, cross-domain | Dongfeng, Geely Lynk & Co |
| Tesla | US | AI4 (HW4), AI5 | In-vehicle FSD inference | Tesla vehicles, Cybercab, Optimus; AI5 built by TSMC and Samsung at Taylor, Texas |
| XPeng | China | Turing AI chip | In-vehicle inference, robots | XPeng G7 and P7, IRON humanoid; supplied to Volkswagen China |
| NIO | China | Shenji NX9031 (5 nm) | In-vehicle inference | NIO ET9, ES8 and newer models |
| Rivian | US | RAP1 autonomy processor | In-vehicle inference | Rivian Gen 3 autonomy platform |
| Renesas | Japan | R-Car Gen 5 (X5H) | Central compute, gateway, ADAS | Japanese and European OEMs |
| NXP | Netherlands | S32N, S32G, S32K | Vehicle networking, zonal and safety controllers | Most global OEMs |
| Ambarella | US | CV3-AD family | Perception SoCs | Tier 1 ADAS suppliers |
| AMD | US | Versal AI Edge Gen 2, Ryzen Embedded | Cockpit, ADAS sensor fusion | Tesla cockpit (Ryzen), Subaru EyeSight |
Computers
Vehicle computers and modules
Tier 1 boxes built around the SoCs above.
| Company | HQ | Products | Customers |
|---|---|---|---|
| Desay SV | China | IPU04 (Orin), Thor-based controllers | Li Auto, XPeng, Geely, Toyota China |
| Bosch | Germany | Vehicle computers, ADAS domain controllers | Global OEMs |
| ZF | Germany | ProAI supercomputer | Global OEMs, commercial vehicles |
| Aumovio | Germany | High-performance computers, cockpit controllers | Volkswagen, BMW, others |
| Aptiv | Switzerland | Gen 6 ADAS platform, central compute | Global OEMs |
| Magna | Canada | ADAS domain controllers | Global OEMs |
| Hyundai Mobis | South Korea | ADAS and cockpit controllers | Hyundai, Kia, Genesis |
| ECARX | China | Antora and Skyland computers | Geely brands, Volvo, Polestar, smart |
| NVIDIA Jetson | US | Jetson Thor, Jetson Orin modules | Humanoids, AMRs, drones |
Simulation
Training and simulation platforms
| Company | HQ | Platform | Use |
|---|---|---|---|
| NVIDIA | US | Omniverse, Cosmos world models, DRIVE Sim, Isaac Sim | Synthetic data and closed-loop simulation for vehicles and robots |
| Applied Intuition | US | Vehicle OS, simulation and validation suite | OEMs, trucks, defense |
| Foretellix | Israel | Foretify | Coverage-driven safety validation |
| dSPACE | Germany | AURELION, HIL systems | Sensor simulation, hardware-in-the-loop |
| MathWorks | US | MATLAB, Simulink, RoadRunner | Model-based design and scenario authoring |
| 51Sim | China | 51Sim-One | Chinese OEM simulation and data |
| Waabi | Canada | Waabi World | Neural simulation for driverless trucks |
| Tesla | US | Cortex training cluster at Giga Texas | FSD and Optimus training; Dojo program ended in 2025 |
Toolchains
Toolchains, operating systems and middleware
| Vendor | HQ | Stack | Use |
|---|---|---|---|
| NVIDIA | US | CUDA, TensorRT, DriveOS, DriveWorks | Inference and AV software on NVIDIA silicon |
| Qualcomm | US | Snapdragon Ride SDK | ADAS and AV software on Ride |
| BlackBerry QNX | Canada | QNX OS for Safety, hypervisor | Safety-certified RTOS in most cars |
| Horizon Robotics | China | OpenExplorer, TogetheROS | Model deployment on Journey chips |
| Huawei | China | CANN, MindSpore, HarmonyOS cockpit | Ascend toolchain and cockpit OS |
| Apex.AI | US | Apex.OS, Apex.Grace | Safety-certified ROS 2 middleware |
| Vector | Germany | AUTOSAR stack, tools | Classic and adaptive AUTOSAR |
| Autoware Foundation | Global | Autoware (ROS 2 based) | Open-source AV stack for shuttles and research |
| Open Robotics | Global | ROS 2 | Robot middleware standard |
Sources
Sources and scope
- Scope
- Inference and Compute Manufacturers
- Sources
- Vendor product briefs and launch disclosures (2024-2026); AustinIO
- Updated
- October 2026