Rivian’s autonomy gamble faces its first real test

During an hourlong earnings call last night, Rivian CEO RJ Scaringe spent less time talking about the production ramp of the all-important R2 SUV than he did hyping the company’s still-unproven autonomous vehicle ambitions.

But the company faces a crucial test later this year, when it rolls out its point-to-point hands-free driving feature — first to its own employees for testing and validation in 2026, and later to customers in 2027.

Following that, Rivian says it will launch its first robotaxi vehicles in partnership with Uber in 2028.

Success is not guaranteed.

Tesla has a huge head start with its Full Self-Driving (Supervised) in over 1.7 million active customer cars.

That leaves the company in the middle of a difficult balancing act: launching an ambitious, mass-market electric vehicle while simultaneously reinventing itself as a full-stack autonomous driving powerhouse.

Of course, the feature itself needs to work for Rivian to succeed.

During the call, Scaringe revealed that he has been using the new point-to-point driving system in his own commute to the office every day, calling it “a wonderful” experience.

He continued:
> So, our view is that that is going to become a big driver of demand.

And I think it’s unclear how quickly the whole — you know, the whole US market and the whole automotive market — starts to shift to really wanting this, and this being a major purchase criterion.

But Scaringe was cagey about other details.

Meanwhile, Rivian reported $605 million in revenue from software and subscription services in Q3 2026, a 45 percent increase year over year.

And Rivian brought in $256 million in profit in software and services, up $102 million from last year, with a strong 42 percent profit margin.

Rivian will likely spend more money than it brings in as it keeps buying expensive computers and AI systems.

On the call, the company pointed out that computer chips, memory, and electronics are getting pricier.

It also warned that adding two processors and costly lidar sensors to some R2 models could eat into the profits it hoped to make by building the vehicle in large numbers.

The point-to-point system will face its own hurdles, including edge cases and the complexities of urban driving.

A vehicle crash could damage Rivian’s brand and reputation, just as Tesla has experienced many times with FSD.

And even though Rivian intends to roll out the feature to require active driver supervision, the company will likely face legal challenges when things inevitably go wrong.

To be sure, Rivian couldn’t afford to sit on the sidelines and concede the autonomous crown to Tesla and Waymo.

Self-driving tech could help Rivian post big, software-company-style profits, but paying for expensive AI development while also trying to build the R2 at scale makes the next year or two its riskiest period ever.