Rivian CEO Sees Autonomy Unlocking Radical EV Designs After R3
Rivian CEO RJ Scaringe says autonomy could reshape vehicles after R3, as the EV maker prioritizes software, R2 robotaxis and an unrevealed future R4.
Summary
As of October 19, 2026, Rivian is willing to defer profitability to accelerate autonomous driving, which founder and CEO RJ Scaringe believes will enable personally owned vehicles radically different from its current trucks and SUVs. Designs beyond R2 and R3 could exploit autonomy and compact battery electric drivetrains, but Scaringe disclosed only that the model following R1, R2 and R3 will be called R4. Earlier Mercedes-Benz pods and technology-packed sedans, Toyota rooms on wheels and Hyundai’s legged car remained concepts because autonomy lagged and new vehicle categories proved difficult to manufacture and sell. Today, robotaxis operate in multiple cities, EV components cost less, and Tesla, Rivian and Chinese manufacturers have improved production scale, although urban integration problems remain.
Rivian must first scale the R2 SUV to reverse years of losses and advance a self-driving program rebuilt only a few years ago. Its released driver assistance allows hands-off driving while requiring road supervision. By the end of 2026, Rivian promises point-to-point navigation from start to finish without intervention, still under driver oversight. Full autonomy is planned for R2 robotaxis offered through Uber. Scaringe expects personally owned vehicles to remain dominant even with SAE Level 4 autonomy because 95% of trillions of US miles are traveled in household-owned vehicles, potentially declining to 90% or 80% but remaining the majority. That expectation underpins Rivian’s plan for autonomous consumer vehicles and new designs after R3.
Positives
- By the end of 2026, Rivian plans point-to-point navigation that completes journeys without intervention while remaining under driver supervision.
- R2 robotaxis with full autonomy are planned for availability through Uber’s ride-hailing app.
- 95% of trillions of US driving miles occur in personally owned vehicles, supporting Rivian’s focus on autonomous consumer models.
- Cheaper EV motors and batteries improve the economics of developing unconventional electric vehicle designs.
- Rivian already offers hands-off driver assistance, although drivers must continue watching the road.
Risks & concerns
- Rivian is willing to delay profitability while increasing investment in autonomous driving software.
- Years of losses make a successful R2 SUV production ramp critical to Rivian’s financial recovery.
- Rivian rebuilt its self-driving approach only a few years ago and still faces substantial development work before full autonomy.
- Current hands-off assistance and planned point-to-point navigation still require active driver supervision.
- Earlier autonomous concepts from Mercedes-Benz, Toyota and Hyundai never progressed beyond concepts and prototypes.
- Robotaxis still face unresolved integration problems involving cars, cyclists, pedestrians and emergency vehicles.