Nvidia, Uber, Waymo — The AV Stack Is Being Rebuil

Nvidia, Uber, Waymo — The AV Stack Is Being Rebuilt Without Tesla

Surbhi Jain

03/30/2026 14:46:08

Benzinga Newswire

The autonomous vehicle (AV) race was supposed to be Tesla’s to lose. Instead, it's starting to look like a market being rebuilt around it.

Because while Tesla is still pushing its full-stack vision, a very different model is quietly taking shape — one that doesn't need Tesla at all.

The AV Stack Is Splitting — And Scaling Fast

Start with Alphabet’s Waymo.

Following a fresh capital raise, Waymo is accelerating fleet expansion and ride volumes — and as JPMorgan analyst Doug Anmuth notes, estimates are now being revised higher, with the fleet potentially scaling from ~3,000 vehicles to ~50,000 by 2030.

At the same time, Uber Technologies is stitching together a global AV marketplace. Rather than building everything in-house, Uber is partnering across the ecosystem — from Zoox and Wayve to OEMs like Rivian Automotive — while expanding its relationship with Nvidia.

Anmuth highlights that this growing network of partnerships is increasing the likelihood of a fragmented, multi-player AV ecosystem — one that naturally favors a marketplace model like Uber's .

This isn't a single-company race anymore.

It's an ecosystem.

Platform Vs Product Is The New Battle

Tesla's strategy is clear: own the car, the software, and the network.

But the market is moving toward separation.

Uber is building the demand layer. Nvidia is emerging as the compute and software backbone. Waymo and others are scaling the autonomy layer. OEMs are supplying the vehicles.

Each piece is becoming modular — and more importantly, replaceable.

That creates a very different competitive dynamic. Instead of one winner, the AV stack starts to resemble cloud computing — multiple players, each owning a layer.

Where Does That Leave Tesla?

That's the uncomfortable question.

Tesla still has advantages — data, vertical integration, and a massive installed base. But it's increasingly betting on a closed system in a market that, as Anmuth's analysis suggests, is trending toward collaboration and shared infrastructure.

And scale is no longer exclusive.

Waymo is ramping. Uber is expanding. Nvidia is enabling. Tesla doesn't need to lose for this to matter.

But if the future of autonomy is a shared ecosystem, the company that tried to own everything may end up owning less than expected.

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