THE NVIDIA AUTONOMY RESET

Who should "go NVIDIA", and how far?

Alpamayo 2 Super moves the build-buy line. It does not deliver a turnkey autonomous-driving system.

Going NVIDIA is not one decision

1 · Use

Use the model

Teacher · critic · autolabeler · benchmark

2 · Adapt

Own a derivative

Fine-tune or distill a proprietary model

3 · Build On

Adopt the platform

DRIVE · Hyperion · Halos compute · simulation

4 · Operate Across

Run mixed fleets

NVIDIA-powered and other vehicles

Alpamayo does not consume lidar or radar. Hyperion does.Aeva · Arbe · Hesai · OMNIVISION · Sony

Player Type	Best Use of NVIDIA	What They Still Must Own
Owners of substantial autonomy stacks Own the driver, run the service. Waymo · Tesla · Zoox · Mobileye · Apollo Go · Pony.ai · WeRide · Aurora	Teacher + Evaluator Benchmark, label and critique. Do not reset a substantial proprietary core.	Production driver · fleet learning · continuous safety evidence · deployment history
Automakers with public NVIDIA DRIVE programs Own the branded driving product. GM · Toyota · Hyundai · Kia · Mercedes-Benz · Volvo Cars · BYD · Geely · Nissan	Customize + Distill Build brand- and vehicle-specific models for a defined operating territory.	Driving policy · in-car model · vehicle integration · release evidence
Automakers whose primary path lies elsewhere Own the branded driving product. BMW · Honda · Volkswagen Group	Benchmark + Hedge Preserve a second model path for future programs.	Architecture choice · migration plan · evidence continuity · product responsibility
Greenfield vehicle + sovereign deployment programs Launch autonomy without building every layer. Tensor · Foxconn · Foxtron · Kaohsiung · HUMAIN (Saudi Arabia)	Full Platform Start with NVIDIA training, simulation, safety and in-vehicle systems plus an integrator.	Mission · operating territory · vehicle/sensor architecture · local data integration · safety case · operations · accountability
AV software and AI-driver platforms Sell the driver to others. Wayve · Waabi · Nuro · PlusAI · Autobrains	Benchmark + Interoperate Evaluate Alpamayo as teacher, critic or benchmark. Support NVIDIA compute where it expands distribution.	Differentiated driver · fleet learning · hardware portability · OEM integration · safety evidence
Mobility networks and marketplaces Aggregate many drivers into one service. Uber · Lyft · Bolt · Grab	Expand + Orchestrate Add NVIDIA-powered supply while remaining multi-provider.	Supplier admission · cross-vendor escalation · city + customer interface · service continuity
Tier 1s and system integrators Turn the stack into a vehicle-grade product. AUMOVIO · Bosch · Valeo · Magna · ZF	Productize Turn models and reference platforms into vehicle-grade systems.	Vehicle interfaces · safety integration · component evidence · lifecycle support
Data, simulation and validation platforms Prove every driver across every change. Foretellix · Applied Intuition · Parallel Domain · Voxel51	Integrate + Verify Use Alpamayo for autolabeling, critique, benchmarking and closed-loop testing.	Independent ground truth · data integrity · simulation realism · scenario coverage · traceability · audit continuity

The model becomes portable.
The deployment does not.

The deployment system, the Operating Habitat, still has to connect: constraints, authority, record, consequences.

As driving responsibility shifts from human to system, the deployment burden expands.

Categories describe roles. "Own" means remain responsible for, not build alone.Recommended uses are options, not confirmed Alpamayo or Hyperion adoption.