Sunday, 18 October 2026

Rivian AI models power move turns maker into tech supplier

Rivian is pushing beyond trucks and SUVs, building its own AI models, a new chip, and a driverless stack through partnerships, and eyeing licensing its tech to other brands.

Sleek car on a platform with a silicon module and soft holographic AI UI.

The short version

  • Rivian, led by RJ Scaringe, is expanding from electric vehicles to become a tech platform provider.
  • The company is building its own AI models for in‑vehicle assistants and a full autonomy stack with Uber for robotaxi use.
  • Rivian is developing a custom 5 nm processor in collaboration with Arm and TSMC, and a $5.8B joint venture with VW focuses on electric architecture and software.
  • Future plans include licensing Rivian’s tech to other brands and selling industrial robots through Mind Robotics, partly owned by Rivian.
Quick read · 2 min

Rivian is aiming to be more than an electric vehicle maker. It’s building its own AI models for in‑car use, a full autonomy stack, and even a custom 5 nm processor with Arm and TSMC. A big VW partnership backs the software push, and Mind Robotics could bring Rivian tech into factory robots. The goal: license Rivian’s tech to other brands and services, expanding revenue well beyond car sales.

What this means for you: smarter car assistants, potential hands‑free driving features in the future, and a broader ecosystem built around Rivian software. It could also mean more competition among automakers to offer similar platform features in the years ahead.

  • Rivian is pursuing in‑house AI and autonomous driving tech.
  • A VW joint venture and Uber partnership back the plan.
  • Industrial robotics via Mind Robotics broadens the business model.

Rivian is quietly attempting a much bigger switch than most car companies, aiming to become a tech supplier first, with vehicles as the first showcase. CEO and founder RJ Scaringe has steered the company toward building its own AI models for the in‑vehicle assistant and a complete automated driving stack for passenger cars and potential robotaxis. The broader ambition: license Rivian’s software, hardware and autonomy know‑how to other brands and applications.

That plan sits at the center of Rivian’s latest moves. The automaker has been expanding its vertical integration and narrowing reliance on external suppliers. It is developing its own silicon in a 5 nm process consortium with Arm and TSMC, a signal that Rivian wants control over power, speed and energy efficiency for on‑car AI tasks. Parallel to that, Rivian is pursuing a joint venture with Volkswagen that it describes as a serious bet on electric architecture and software, while also pushing into autonomous driving through a collaboration with Uber. The idea is to offer hands‑free, point‑to‑point driving on highways and on city streets as a feature mix for future models, and potentially as a service for robotaxis later on.

Rivian’s roadmap includes more than just vehicles. The micromobility skunkworks that spawned a startup called Also, and the robotics venture Mind Robotics (Rivian owns 31% of Mind Robotics), position Rivian as a broader tech company. Mind Robotics has been described as building industrial robots that can be used in Rivian factories and sold to other buyers, broadening the revenue stream beyond car sales alone. And the company has signaled interest in licensing its electric architecture, software, and AI models to other brands, which would turn Rivian into a platform provider much like a software company that builds for multiple vehicle makers.

01

Which Rivian bets matter most for drivers and investors

The core bets are threefold. First, Rivian’s in‑house AI models aim to power a smarter on‑board assistant that helps drivers with navigation, vehicle status, and tasks inside the car. Second, the autonomous driving stack, built in part through its Uber collaboration, targets hands‑free driving on real roads. Third, the custom silicon and the end‑to‑end software stack are meant to give Rivian more control over performance, safety, and updates than traditional carmakers typically enjoy. If this strategy works, Rivian could monetize software and autonomy beyond each vehicle sold.

Hands and hardware module suggesting in-house silicon work.
02

What the VW partnership could unlock

The VW joint venture is described as a broad effort focused on electric architecture and software. While financial terms haven’t been disclosed, the collaboration is meant to accelerate Rivian’s scale and speed in developing and deploying its tech across different brands and models. In practical terms for shoppers, it could mean a broader ecosystem of vehicles that share core Rivian software and AI capabilities, potentially lowering cost and time to bring new features to market.

03

From cars to robots: Mind Robotics and a broader tech push

Rivian’s stake in Mind Robotics hints at a future where its technology isn’t limited to the vehicle showroom. Industrial robots built around Rivian’s software and AI could find customers beyond the automotive world, creating a second revenue stream that relies on Rivian’s software expertise as much as its hardware know‑how.

Street scene hinting at licensing Rivian tech and robotics.
04

What this means for everyday life

For drivers, it could mean smarter car assistants and more capable driver‑assistance features, all updated over the air. For investors, the strategy shifts the company from a single‑product EV play to a platform and services business with multiple levers for growth. And for car buyers, the big question is whether Rivian’s software licensing model will translate into more features and better support across a broader range of vehicles in the coming years.

05

What happens next

Rivian isn’t revealing a step‑by‑step rollout schedule yet. The company’s emphasis on in‑house AI, custom silicon, and licensing suggests the next year or two could bring more details about partnerships, silicon samples, and pilots of autonomous features in collaboration with Uber and VW. If you’re watching Rivian closely, keep an eye on updates to in‑vehicle AI capabilities and any news about licensing deals or new robot products from Mind Robotics.

06

Quick answers

What is Rivian aiming to become beyond an EV maker?

Rivian wants to be a tech supplier, licensing its AI models, autonomy stack, and software to other brands while expanding into industrial robotics.

Who is Rivian collaborating with on autonomy and software?

Rivian is working with Uber on autonomous driving and with Volkswagen on a joint venture focused on electric architecture and software.

What could this mean for my next car?

The car you buy might share Rivian’s software and AI features across different brands, with updates and new capabilities arriving via over‑the‑air software updates.

You're reading the quick version.