{"id":"1f848052-6377-4fe4-aec4-af6bc4a77edb","slug":"motional-driver","name":"Motional Driver","description":"Motional's autonomous driving system (joint venture of Aptiv and Hyundai). Operating robotaxis in Las Vegas via Lyft. Full-stack L4 autonomous driving technology.","brainType":"foundation-model","isOpen":false,"maturityStage":"commercial","architecture":"L4 autonomous driving stack, sensor fusion, modular planning","reviewStatus":"reviewed","sources":[{"url":"https://motional.com/","title":"Driverless Technology and Autonomous Vehicles | Motional","sourceName":"Motional"},{"url":"https://motional.com/technology","title":"Technology","sourceName":"Motional"},{"url":"https://motional.com/what-we-do","title":"What We Do","sourceName":"Motional"},{"url":"https://motional.com/news/motional-robotaxis-now-available-uber-las-vegas","date":"2026-03-13","title":"Motional Robotaxis Now Available on Uber in Las Vegas","sourceName":"Motional"}],"keyFacts":[{"label":"JV and robotaxi positioning (primary Motional)","value":"Motional's site says it is a joint venture between Hyundai Motor Group and Aptiv building driverless vehicles for autonomous ride-hail and delivery, and states Motional robotaxis are available on the Uber app in Las Vegas. Safety copy says vehicles are never drowsy, drunk, or distracted. Treat service availability as company-stated homepage positioning ([Motional](https://motional.com/))","sourceUrl":"https://motional.com/"},{"label":"Open reasoning dataset note (primary Motional)","value":"The Motional homepage news strip says Motional open-sourced a reasoning-centric, long-tail scenario dataset intended to help autonomous vehicles learn human-like reasoning and decision-making. Treat dataset framing as company-stated ([Motional](https://motional.com/))","sourceUrl":"https://motional.com/"},{"label":"Level 4 autonomous driving","value":"Motional describes its autonomous driving system as an AI-first Level 4 system designed to operate without a driver within defined operational design domains ([Technology](https://motional.com/technology)).","sourceUrl":"https://motional.com/technology"},{"label":"Perception to planning stack","value":"Motional says its autonomous system processes camera, lidar, and radar inputs through perception, prediction, and planning functions for safe navigation ([What We Do](https://motional.com/what-we-do)).","sourceUrl":"https://motional.com/what-we-do"},{"label":"Uber Las Vegas supervised robotaxi availability (primary Motional)","value":"On March 13, 2026 Motional announced Motional robotaxis became available for matching on the Uber ride-hail network in Las Vegas as a supervised service phase, using what Motional calls an AI-first autonomous driving system, with a stated goal of rider-only later in 2026. Treat ride counts and timeline claims as company-stated ([Motional](https://motional.com/news/motional-robotaxis-now-available-uber-las-vegas)).","sourceUrl":"https://motional.com/news/motional-robotaxis-now-available-uber-las-vegas"}],"aliases":[],"collisionRisk":"low","reviewNote":null,"builtOnBrainId":null,"createdAt":"2026-08-09T14:35:32.046Z","updatedAt":"2026-09-29T22:12:29.417Z","jsonLd":{"@context":"https://schema.org","@type":"SoftwareApplication","@id":"https://registry.deploy.report/brains/motional-driver","url":"https://registry.deploy.report/brains/motional-driver","name":"Motional Driver","description":"Motional's autonomous driving system (joint venture of Aptiv and Hyundai). Operating robotaxis in Las Vegas via Lyft. Full-stack L4 autonomous driving technology.","identifier":"1f848052-6377-4fe4-aec4-af6bc4a77edb","applicationCategory":"foundation-model","publisher":{"@id":"https://deploy.report/#organization"}},"framework_metadata":{"framework_schema_version":"0.1.0","verification_status":"verified","maturity_stage":"commercial","lifecycle_state":null,"architectural_position":{"cohort":null,"sub_cohorts":[]},"within_cohort_verified_vs_claimed_pair":null,"cap_flags":[],"verification_depth":{"sources_count":4,"primary_source_types":[]}}}