The standard Rivian bear case is that the truck business will never achieve automotive-grade gross margins because the company lacks the scale of Tesla, Ford, or GM. That is probably correct. R1T and R1S volumes are capacity-constrained in the 60-80 thousand unit range annually, far below the scale at which automotive manufacturing becomes profitable. The R2 launch in 2026 extends the model line but does not meaningfully change the scale calculus.
The software pivot changes the entire framework. Consider the Volkswagen JV as a standalone entity. VW will ship millions of vehicles per year on the Rivian architecture. Each vehicle represents software revenue for Rivian over the life of the vehicle. A blended software-per-vehicle lifetime revenue of $500-1,000 applied across a VW volume of 4-5 million vehicles per year is $2-4 billion of annual software revenue. That is 40-80% of today's total Rivian revenue, at gross margins of 80-plus percent. The cash flow implication is very large.
Now multiply by a second deal. If Rivian signs one more automaker at similar scale, the software licensing revenue approaches today's total revenue. At software gross margins, that is the business the equity should be pricing.
The counter, that these deals can be counted but not relied upon, is valid. Automaker partnerships have a long history of being announced, restructured, and ultimately underwhelming. Our view is that the VW deal has enough committed capital and enough mutual reliance that it will not collapse. That gives Rivian a reference case that pitches much more credibly than a greenfield software startup.