Wayve

Roadmap & Position in Autonomous Driving

End-to-end deep learning software for autonomous driving, licensed to OEMs and fleets

Company Overview

Wayve is an AV software company that builds a mapless, hardware-agnostic self-driving stack using end-to-end neural networks. Customers include Nissan, Mercedes-Benz, Stellantis (automotive OEMs), Uber (ride-hailing), and Asda and Ocado (delivery).

What They're Building

The company's public product roadmap & what they're committed to building.

AI Driver

An end-to-end driving foundation model running on standard automotive compute.

Eyes On ADAS

Production ADAS launching with Nissan ProPILOT in FY2027.

Eyes Off Autonomy

Fully automated driving for robotaxi and consumer vehicles.

GAIA-2

An 8.4B parameter generative world model for scenario synthesis and training.

INGO

A vision-language-action model for explainable driving behavior.

Ghost Gym

A neural simulator for closed-loop training and evaluation.

Latest Intelligence

Zeitgeist tracks private signals to determine where the company is heading strategically.

Competitors

Waymo:

Vertically integrated robotaxi operator reliant on HD maps and LiDAR, runs its own fleet rather than licensing.

Mobileye:

OEM-embedded supplier with modular stack and redundant sensors, more conservative architecture than Wayve's end-to-end approach.

Tesla FSD:

End-to-end camera-based system similar in philosophy but locked to Tesla vehicles and not licensed externally.

Wayve

's Moat:

A proprietary end-to-end architecture combined with fleet data from global OEM partners creates a data flywheel competitors without OEM access cannot replicate. Tesla has the data but not the licensing model; Mobileye has the OEMs but not the end-to-end architecture.

How They're Leveraging AI

AI Use Overview:

Wayve runs end-to-end driving foundation models (AI Driver), generative world models (GAIA-2 at 8.4B parameters), vision-language-action models (INGO) for explainability, and neural simulation (Ghost Gym) for closed-loop training and evaluation, which is a fundamentally different architecture than the modular stacks Mobileye and Aurora ship.

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