Uber is putting 500 data-collection vehicles on public roads this year to feed a new in-house autonomous vehicle research unit called AV Labs.
The vehicles are modified Hyundai Ioniq 5s outfitted with sensors — the same platform Hyundai's AV joint venture Motional has leaned on, which suggests the hardware choice is pragmatic rather than proprietary. The fleet's job is purely data collection, not passenger service. AV Labs itself is newly formed, meaning Uber is building its data pipeline before it has a public product to attach it to.
That sequencing is worth noting. Uber offloaded its original self-driving unit to Aurora Innovation in 2020, making a clean exit from the expensive, slow grind of AV development. Re-entering through a data collection arm is a lower-commitment move — data has resale value, partnerships value, and strategic option value, none of which require Uber to actually ship a robotaxi. For a company that once burned cash racing Waymo, that's a more defensible posture.
Five hundred sensor cars is a real fleet, but Waymo has been mapping roads for over a decade and still operates in a handful of cities — collecting data and building something deployable are not the same milestone.