Rivian’s autonomy gamble faces its first real test
News Source
•2026-10-30T13:16:09-04:00
📰 What Happened
Rivian CEO RJ Scaringe spent much of the company's hour-long earnings call on autonomy rather than the R2 production ramp, outlining a point-to-point hands-free system for employees in 2026, customers in 2027 and robotaxis with Uber in 2028. Rivian reported $605m in software and subscription revenue in Q3 2026, up 45% year over year, with $256m of profit at a 42% margin.
🔍 The Backstory
Rivian is trying to match Tesla's Full Self-Driving, which is active in more than 1.7 million customer cars, while designing its own silicon, buying expensive lidar and paying for AI compute as the mass-market R2 scales up. The R2 recently became Rivian's best-selling vehicle by volume, so the production ramp is progressing even as management attention shifts to software.
🎯 Why It Matters
Autonomy could deliver software-company margins, but Scaringe declined to give a take rate for the Autonomy Plus package and Rivian warned that adding two processors and costly lidar to some R2 models could eat into per-vehicle profit. Tesla's FSD take rate reached over 75% of new North American buyers in Q3 2026, the benchmark Rivian is chasing.
Rivian CEO RJ Scaringe spent much of the company's hour-long earnings call on autonomy rather than the R2 production ramp, outlining a point-to-point hands-free system for employees in 2026, customers in 2027 and robotaxis with Uber in 2028. Rivian reported $605m in software and subscription revenue in Q3 2026, up 45% year over year, with $256m of profit at a 42% margin.
Rivian is trying to match Tesla's Full Self-Driving, which is active in more than 1.7 million customer cars, while designing its own silicon, buying expensive lidar and paying for AI compute as the mass-market R2 scales up. The R2 recently became Rivian's best-selling vehicle by volume, so the production ramp is progressing even as management attention shifts to software.
Autonomy could deliver software-company margins, but Scaringe declined to give a take rate for the Autonomy Plus package and Rivian warned that adding two processors and costly lidar to some R2 models could eat into per-vehicle profit. Tesla's FSD take rate reached over 75% of new North American buyers in Q3 2026, the benchmark Rivian is chasing.