To train our AI, we collected high-quality driving data from expert-driven fleets equipped with a full sensor suite, then used advanced imitation learning to teach our system optimal human driving behaviors. Unlike conventional approaches, Tensor’s neural networks generate multiple trajectory options with confidence levels, selecting the safest, smoothest path based on safety, dynamics, and social driving norms.
Safe autonomous driving depends on accurately predicting how drivers, cyclists, and pedestrians interact in complex scenarios. Tensor’s AI uses advanced Transformer-based neural networks—similar to those behind ChatGPT—to analyze these interactions in real time, enabling intelligent, natural, and safe driving decisions.
Handling rare and complex corner cases, Tensor’s dual-system AI mimics human cognition—System 1 reacts instantly for real-time driving, while System 2 performs deep reasoning using a powerful Visual Language Model trained on diverse visual data. Running entirely onboard without cloud reliance, this architecture enables safer, smarter, and more human-like autonomous driving.
Tensor’s autonomous driving system uses high-definition 3D maps as an optional input to boost accuracy, dynamically fusing them with live camera and lidar data. When maps are outdated or missing, the AI adapts in real time—recognizing traffic lights, lane associations, and road changes through large-scale machine learning for optimal safety and precision.
Tensor’s triple-layered software architecture—primary, secondary, and emergency—ensures safe autonomous operation even in the event of failures. If issues arise, control shifts to backup systems or, in rare catastrophic cases, the emergency layer activates a Minimal Risk Maneuver to bring the vehicle to a safe stop.
Tensor features an independent Automatic Emergency Braking (AEB) system powered by near-range lidar for added safety. This system provides reliable last-second intervention—even in tough conditions like nighttime or glare—reducing AEB failure and helping prevent or lessen collisions.
Tensor includes an AI-powered collision detection system that fuses data from lidars, IMUs, and 16 mechanical-wave sensors placed around the vehicle. This system accurately detects impacts and helps prevent secondary injuries, enhancing safety in the rare event of a collision.
The most computing power of any vehicle,
anywhere, ever, thanks to a ground-up
redesign of what a vehicle can be in the age of AI.
In total, the Tensor Supercomputer is equipped with 10 GPUs and 144 CPU cores, along with numerous Digital Signal Processors and microcontrollers. It streams and processes over 53 Gigabits of sensor data per second — roughly 1,000 times faster than typical home internet — all within a single Robocar, delivering the speed and intelligence needed to perceive and respond to the world in real time.
Tensor Supercomputer is meticulously engineered for long-term stability and automotive-grade reliability. Designed to endure 10 years or 180,000 miles of operation, it features advanced liquid thermal management that maintains peak performance. A dual-power architecture ensures continuous operation, with multiple external power sources providing full-stack redundancy for maximum functional safety. Even in the rare event of a major system failure, it is designed to fail safely.
Designed from the ground up with the capacity of a full-size SUV and the curves of a sports car, the Tensor is uniquely shaped to maximize sensor view coverage, drive comfort and handling. This luxury crossover SUV was optimized for a 0.253 air drag coefficient, giving it a high-energy efficiency.
It was designed AI-first for autonomous driving capabilities, not heavily retrofitted on existing vehicles. Its minimalist exterior is a single, smooth liquid metal skin surrounding black sensor zones. Intelligence is incorporated everywhere, but the design is what catches your eye.
We’ve reimagined the vehicle’s cabin to be more like a room in your house, with an open concept floorplan. It can be an office, living room, music room, movie theater, game room or even a bedroom. It flexes to your needs and your verbal commands.
Tensor is committed to enhancing and protecting your autonomy. Full stop. Period. That’s why we’ve gone to great lengths to protect your privacy in this age of AI.
Unlike public vehicles (and even many of those that are privately owned) which know your location and monitor you through microphones and cameras, the Tensor actively safeguards your data. You are always in control of what - if anything - you want to share.
The Tensor is your AI supercomputer. Your data stays on board and is only accessible by you. It is technically infeasible for any party, including government agencies, to access user locations, trip histories, or similar data without permission. Users manage all their data within the vehicle and can delete it at their discretion.
Every occupant can be given their own Tensor account, giving them a unique driver or passenger profile. Their content is accessible on any screen when activated by facial recognition. Preferences and driving permissions can be stored. And because the vehicle will only operate for those to whom it’s assigned, vehicle theft by driving is impossible.
ADS Data
POI exclusion
Customer Support Permission
Teleguidance Permission
To protect your biometric data for features like Palm ID and facial recognition, that data is installed in a TEE trusted zone in a TI chip. It can never leave this chip and it can never be exported to the Internet.
Just to keep things simple, every camera and mic in the interior has a manual slider for turning things off and ensuring privacy.