Momenta

What Momenta does

Momenta is a Beijing- and Suzhou-headquartered provider of AI-powered autonomous driving software founded in 2016 by Cao Xudong (formerly of Microsoft Research and SenseTime). The company operates a dual-track "Flywheel and Two-Leg Strategy": Mpilot delivers L2/L2+ mass-production ADAS for embedding directly into OEM vehicles, while MSD and Scalable Robo target L2++ through L4 autonomous operation including robotaxi, robovan and the future robotruck expansion. The underlying technology is a proprietary end-to-end Flywheel Big Model (with R6 reinforcement-learning and R7 world-model generations) that unifies perception and planning in a single neural network, trained on closed-loop, real-world data collected from deployed vehicles and iterated via the company's Closed-Loop Automation toolchain.

The company's commercial model is B2B/OEM-embedded licensing: revenue is generated by per-vehicle royalties, technology licensing, and joint engineering development fees from automakers, with complementary ride-hailing economics from robotaxi deployments through Uber, Grab, Lumo and its own Momenta GO service. By 2025 revenue reached RMB 2.41 billion (~$340M) at an 80%+ three-year CAGR with gross margins expanding from 17.5% to 71.6%, and over 900,000 vehicles across 70+ production models and 20+ global brands were running Momenta's stack, including Mercedes-Benz, BMW, Audi, GM, Toyota, BYD, Honda, Hyundai, GAC AION, Chery and IM Motors. The company is incorporated in the Cayman Islands as Momenta Global Limited and completed a Hong Kong IPO in July 2026 (6880.HK) at a ~$9 billion post-listing valuation, raising ~$751 million.

Name

Momenta

Legal name

Momenta Global Limited

Website

https://momenta.cn

Company type

Public

Founded year

2016

Operating status

Ipo

Headcount range

501–1,000 employees

Short description

Momenta is a Beijing- and Suzhou-based AI software company founded in 2016 that develops end-to-end autonomous driving systems, licensing its Mpilot and MSD stacks to global automakers and operating robotaxi services with Uber, Grab and Lumo.

Ownership category

akta.pro rank

Product category

Autonomous Driving Software

akta.pro primary industry

Autonomous Driving & ADAS Perception (HDAAAEAI)

akta.pro secondary industries

ADAS Compute & Control Units Manufacturing (Domain Controllers/ECUs) (IMACAMAG), Autonomous Ride-Hailing / Robotaxi Platforms (THADADAL)

Keywords

• Autonomous driving software
• Advanced driver assistance
• Robotaxi technology
• AI driving solutions
• OEM automotive software

Headquarters

HQ city

Beijing

HQ country

China

HQ region

Asia

Offices6 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations

Revenue model

1. ADAS/Mpilot Licensing to OEMs: Momenta licenses its Mpilot autonomous driving software to automakers for integration into mass-produced vehicles. Revenue derived from technology licensing fees, software subscriptions, and per-vehicle royalties from automakers including Mercedes-Benz, BMW, Toyota, GM, BYD, Honda, Hyundai, and others.
2. Robotaxi Services: Revenue from Robotaxi operations through SAIC Mobility partnership and international expansion with Uber (Munich 2026), Grab (Southeast Asia), and Lumo (Abu Dhabi). Fleet operations generating ride-hailing revenue.
3. Technology Development Services: Co-development and customization services for automaker partners including joint engineering teams and technology integration.

Pricing tiers

Go-to-market motion1 record

Distribution channels4 records

Marketing channels4 records

Core offering

Momenta develops AI-powered autonomous driving software systems for automakers and mobility platforms, organized around two product tracks: Mass Production (Mpilot for L2/L2+ ADAS and MSD for L2++ to L4 autonomy embedded into OEM vehicles) and Scalable Robo (Robotaxi, Robovan, and Robotruck services). The company licenses its software, co-develops solutions with automakers, and operates robotaxi fleets through mobility partners including Uber, Grab, Lumo, and SAIC Mobility.

Product overview

Momenta offers a unified autonomous driving technology portfolio organized around two core tracks: Mass Production (Mpilot for L2–L2++ assisted driving, MSD for L2++–L4 full autonomy) and Scalable Robo (Robotaxi, Robovan, and Robotruck). These tracks are powered by shared underlying technology: the Flywheel Big Model (R6 reinforcement learning model, R7 World Model), Closed-Loop Automation (CLA) toolchain for data processing and algorithm iteration, and the OBF middleware platform (OBF-CM). The flywheel data-driven approach creates a positive feedback loop where mass-produced Mpilot vehicles generate real-world driving data that continuously improves L4 algorithms deployed in the Scalable Robo fleet. The company also supplies its autonomous driving software integrated onto automaker vehicle platforms (Mercedes-Benz, BMW, Audi, SAIC-GM, BYD, Toyota, Honda, Nissan, Hyundai, GAC AION, Chery, IM Motors) and deploys Robotaxi services through Uber, Grab, and its own Momenta GO service.

Differentiator

Problem solved

Functional benefit

Brands

• Mpilot: L2/L2+ mass production solution enabling vehicles to automatically steer, accelerate, and brake within a lane, with Super Cruise Pilot for automatic lane changes and Super Parking function.
• MSD (Momenta Self-Driving)
• Momenta GO
• R6 Flywheel Big Model

Products and services

• Momenta Mpilot L2/L2+ mass-production assisted driving solution that enables vehicles to automatically steer, accelerate, and brake within a lane, with Super Cruise Pilot for automatic lane changes and Super Parking function. Covers HNP, UNP, MNP, LPNP, and PNP features. Designed for integration into OEM mass-produced vehicles.
• Momenta MSD (Momenta Self-Driving) L2++ through full L4 autonomy solution providing seamless point-to-point autonomous driving experience with minimal human intervention. Includes MSD (Supervised) for current L4 development and MSD (Unsupervised) targeting true 'eyes-off, hands-off, mind-off' full autonomy.
• Scalable Robo (Robotaxi & Robovan) Scalable autonomous driving solutions centered on Robotaxi and Robovan for ride-hailing and commercial logistics, with continuous expansion into Robotruck. Currently operating Robotaxi services in Shanghai, Suzhou, Munich, and Abu Dhabi.
• Mercedes-Benz CLA Intelligent Driving Suite (Urban Pilot + Parking) Co-developed with Mercedes-Benz for the all-electric CLA, featuring Urban Pilot using end-to-end large models trained on real-world Chinese road data and a parking suite achieving 98% success rate with Tracked Reverse feature.
• Mercedes-Benz S-Class Robotaxi (Abu Dhabi) Luxury robotaxi fleet using Mercedes-Benz S-Class vehicles with SAE-Level 4 autonomous technology powered by Momenta's R6 reinforcement learning model, jointly operated with Lumo.
• Momenta Mpilot Pro AI product developed using NVIDIA DRIVE Orin for mainstream mid-range vehicles, providing ADAS, APA, HNP, UNP, UCP/HCP, LPNP, and PNP features without LIDAR and HD Map using Momenta's data-driven Flywheel approach.
• Momenta NVIDIA DRIVE Orin Autonomous Driving Solution Advanced autonomous driving solution powered by NVIDIA DRIVE Orin, delivering full-scenario urban navigation assistance and advanced AD features (HNP, UNP, LPNP, PNP) without reliance on HD maps. First provider globally to deliver urban navigation assistance based on single DRIVE Orin in mass production.
• Momenta-Qualcomm Snapdragon Ride ADAS Solutions Scalable ADAS/AD solutions built on Qualcomm Snapdragon Ride Platforms (SA8620P, SA8650P, SA8775P) for Highway Navigation Pilot (HNP) and map-less Urban Navigation Pilot (UNP), delivering 36 to 100 dense TOPS.

Named customers17 records

Segments3 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration4 records

AI capability6 records

Feature9 records

Partnerships

19 partnerships are on record, tiered major and core.

• HyundaimajorTechnology or Integration · 24 April 2026IONIQ V all-electric sedan for China with Momenta autonomous driving technology. Part of Beijing Hyundai's comeback strategy targeting 500,000 annual sales by 2030 with 20 new models.
• Audi (Audi-SAIC)majorTechnology or Integration · 24 April 2026AUDI E7X electric SUV with Momenta reinforcement-learning driver-assist system tailored for Chinese roads. 900-volt architecture with up to 751 km range.
• GrabmajorStrategic or Co-development Partner · 18 December 2025Southeast Asia autonomous driving partnership with Grab including strategic investment. Aims to deploy autonomous driving technologies across Grab's platform and vehicle fleets for large-scale deployment without high modification costs.
• LumomajorStrategic or Co-development Partner · 9 December 2025Joint launch of luxury robotaxi fleet in Abu Dhabi using Mercedes-Benz S-Class vehicles with Momenta's R6 reinforcement learning model. Planned formal operations in Abu Dhabi 2026 with global expansion potential.
• ValeomajorStrategic or Co-development Partner · 5 September 2025Strategic global partnership for R&D of ADAS and autonomous driving products. Combining Valeo's sensor suites and controllers with Momenta's reinforcement learning algorithms for next-generation solutions.
• BMWcoreTechnology or Integration · 15 July 2025Co-development of intelligent driving assistance solution powered by End-to-End Flywheel Big Model for Chinese market. Debuting on Neue Klasse EV models including iX3 Long Wheelbase with navigation-assisted intelligent driving across highway and urban environments.
• Mercedes-BenzcoreTechnology or Integration · 15 July 2025Co-developed intelligent driving assistance system for all-electric CLA and S-Class vehicles. Urban Pilot using end-to-end large models for complex Chinese urban environments with 98% parking success rate.
• IM MotorscoreTechnology or Integration · 15 July 2025IM Motors (SAIC-Alibaba-Zhangjiang JV) vehicles including L7, LS6, L6, IM5, IM6 equipped with Momenta technology. Highway Navigation Pilot covering 333 cities and 389,000 km of roads.
• CherymajorTechnology or Integration · 11 July 2025FULWIN A9L sedan with Falcon 500 Intelligent Driving Assistance System featuring Highway NOA, 300+ APA scenarios, and Memory Navigation Pilot.
• GAC Toyota (GTMC)majorTechnology or Integration · 2 July 2025Bozhi 3X SUV launched with Momenta's one-stage End-to-End Flywheel Big Model. Continued collaboration for R6 model integration and intelligent driving advancement.
• UbercoreStrategic or Co-development Partner · 2 May 2025Strategic agreement for robotaxi deployment on Uber platform in international markets outside US and China. First deployment in Munich, Germany beginning 2026, expanding across Europe.
• SAIC-GM BuickmajorTechnology or Integration · 24 April 2025Strategic partnership for urban assisted driving development. Co-developing full-scenario urban assisted driving solutions with next-generation system launching in H2 2025.
• HondamajorTechnology or Integration · 24 April 2025Mass production partnership for end-to-end assisted driving systems. Developed highway navigation assistance, urban navigation assistance, automated parking assistance and memory-based valet parking for Chinese market.
• Dongfeng NissanmajorTechnology or Integration · 23 December 2024N7 electric sedan partnership for Urban Memory Pilot NOA (Navigate on Autopilot). First mainstream Sino-foreign joint venture automaker to feature Urban Memory Pilot NOA.
• GAC AIONmajorTechnology or Integration · 17 October 2024Strategic cooperation for high-level intelligent driving mass production including urban NDA systems. Joint development and commercialization of advanced intelligent driving solutions.
• NVIDIAcoreTechnology or Integration · 26 April 2024Autonomous driving solution powered by NVIDIA DRIVE Orin SoC. First provider globally to deliver urban navigation assistance based on single DRIVE Orin in mass production. 11V1R1L sensor configuration for advanced AD features.
• QualcommcoreTechnology or Integration · 22 April 2024Intelligent driving solutions based on Snapdragon Ride Platforms (SA8620P, SA8650P, SA8775P). Offers 36-100 dense TOPS performance for ADAS/AD functions including Highway and Urban Navigation Pilot.
• SAIC MobilitycoreStrategic or Co-development Partner · 16 August 2022Robotaxi partnership with SAIC's ride-hailing service platform. Robotaxi operating in Shanghai and Suzhou since December 2021 with 60 vehicles, achieving 98% user satisfaction and 80% repeat usage.
• BYDcoreStrategic or Co-development Partner · 27 December 2021Established joint venture 'DiPi Intelligent Mobility Co.' combining BYD's vertical integration capabilities with Momenta's autonomous driving technology for next-generation vehicles.

Scale indicators12 records

Recent moves8 records

Expansion highlights6 records

Direct peers

• Mobileye: Develops ADAS and autonomous driving perception silicon and stack (EyeQ chips, SuperVision/Chauffeur). Closest global analog to Momenta's combined ADAS + robotaxi ambition; directly competes for OEM ADAS programs and increasingly for robotaxi partnerships (e.g., Holo/Volkswagen, Lyft).
• Horizon Robotics: China-based provider of ADAS compute platforms (Journey series) and full-stack ADAS solutions to Chinese OEMs. Direct rival in Chinese urban NOA market; competes with Momenta for BYD, Li Auto, GAC and other mass-market programs.
• Pony.ai: Chinese L4 robotaxi and autonomous trucking company with Toyota among its investors. Directly comparable to Momenta's Scalable Robo track and a key competitor for robotaxi pilots and tier-1 OEM partnerships.
• WeRide: L4 autonomous driving firm focused on robotaxi, robobus, and robovan across China and overseas (Middle East). Public on Nasdaq; directly comparable to Momenta's Robotaxi/Robovan line and competing for similar municipal and OEM pilots.

Broad incumbents

• Huawei Intelligent Automotive Solution (HI / 'Qiankun'): Huawei's automotive arm supplies ADAS, smart cockpit, lidar, and domain controllers to OEMs. Currently leads China's urban NOA market (~42.8% share vs. Momenta's 30%), making it the most material incumbent competitor across both hardware and software.
• Baidu (Apollo Go): Operates the largest Chinese robotaxi fleet (Apollo Go) and supplies Apollo Intelligent Driving solutions to OEMs. Competes with Momenta across both consumer ADAS (e.g., Jidu collaboration) and robotaxi, with deep pockets and proprietary HD-map + cloud infrastructure.
• Tesla (FSD / Robotaxi): Vertically integrated EV maker with end-to-end vision-based FSD stack and a recently launched Cybercab robotaxi concept. Sets the global benchmark for AI-driven consumer ADAS and is a long-term competitive reference point for Momenta's Flywheel approach.

Emerging players

• Wayve: UK-based AI-first autonomous driving company using end-to-end foundation models, with partnerships (Nissan, Uber) and a strong AV2.0 narrative. Architecturally similar to Momenta's R6/R7 approach and a key non-Chinese comparable for the AI-driven ADAS thesis.
• Black Sesame Technologies: Hong Kong-listed Chinese ADAS/autonomous driving chip and stack company (A1000,华山 series). Competes with Momenta at the silicon-plus-software boundary, particularly for mid-range urban NOA programs.

Others

• Bosch: Global tier-1 automotive supplier that co-invested in Momenta's Series C and also develops its own ADAS/autonomous driving stacks. Relevant as both an investor/partner and a competitive reference point for integrated ADAS offerings to global OEMs.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/momenta.ai
• Xx.com/momenta_ai

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles3 records

Funding overview

Funding rounds12 records

Investors25 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments9 records

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Momenta