Plus
PlusAI develops AI-based Level 4 autonomous driving software (SuperDrive™) and a Physical AI development platform (HyperFoundry™) for commercial trucks, integrated into factory production lines through OEM partnerships with TRATON, Hyundai, and IVECO for global deployment.
- Company typePrivate
- Founded2016
- HeadquartersSanta Clara, United States
- Headcount251–500
- GTM typeB2B
- OfferingSoftware
What Plus does
PlusAI is a Santa Clara, California-based autonomous driving technology company founded in 2016 that develops AI-based "driving intelligence" for commercial trucks, with operations also in Fremont (California), Munich (Germany), Tokyo, and Australia. Its flagship product, SuperDrive™, is an SAE Level 4 autonomous driving system (virtual driver) built on the proprietary AV2.0 architecture — a three-layer redundancy design combining a REASONING Vision Language Model, a REFLEX transformer-based end-to-end perception-and-planning model, and cloud-based remote operations, all running on NVIDIA DRIVE AGX Hyperion hardware with Alpamayo foundation model integration. Complementing SuperDrive is HyperFoundry™, a Physical AI development platform offering Data Factory, Model Factory, and SimVerse to third-party autonomous system developers across L2+, ADAS, defense, robotics, and mining verticals.
The company's go-to-market is OEM-embedded rather than direct fleet sales: SuperDrive is integrated into factory production lines via partnerships with TRATON GROUP (Scania, MAN, International brands), Hyundai Motor Company, and IVECO, with a planned commercial launch of factory-built Level 4 autonomous trucks in 2027. Enterprise fleet operators including Ryder, Hirschbach Motor Lines (500-system commitment), Amazon, DSV, dm-drogerie markt, Sesé, T2 Inc., and Scania mining deploy PlusAI-powered trucks in pilot and commercial operations across the U.S. (Texas I-35 corridor), Europe (Germany, Spain, Sweden), Japan, and Australia. Revenue streams span historical PlusDrive® hardware sales, future SuperDrive™ software licensing via OEM factory integration (with TRATON warrants tied to deployment revenue milestones), and the newer recurring HyperFoundry™ data and tools platform ($25M contracted value in H1 2026). The company is private, co-founder-led by CEO David Liu, and pursuing commercialization of factory-integrated Level 4 trucks targeting positive free cash flow in 2027.
Plus firmographics
Firmographics- Name
- Plus
- Legal name
- Plus AI, Inc.
- Website
- https://plus.ai
- Company type
- Private
- Founded year
- 2016
- Operating status
- Operating
- Headcount range
- 251–500 employees
- Short description
- PlusAI develops AI-based Level 4 autonomous driving software (SuperDrive™) and a Physical AI development platform (HyperFoundry™) for commercial trucks, integrated into factory production lines through OEM partnerships with TRATON, Hyundai, and IVECO for global deployment.
- Ownership category
- akta.pro rank
Plus industry classification
Industry- Product category
- Autonomous Trucking Software
- NAICS
- Computer Systems Design and Related Services (54151)
- SIC
- Services-Computer Integrated Systems Design (7373)
- akta.pro primary industry
- Cooperative ITS (C-ITS) Corridor & Intersection Deployments (TLAJAHAG)
Keywords
Where Plus is headquartered
LocationHeadquarters
- HQ city
- Santa Clara
- HQ country
- United States
- HQ region
- North America
Markets served
Plus business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Operations, Marketing or Sales, Others
Revenue model
- HyperFoundry™ Data and Tools Platform Revenue: Recurring and repeatable revenue stream from HyperFoundry™ data and tools platform supporting third-party autonomous system development across L2+, ADAS, defense, robotics, and mining. $25 million of total contracted value expected to be delivered in first half of 2026, with additional data purchases and ongoing customer demand expected to drive continued growth.
- SuperDrive™ Virtual Driver Licensing (Future): Future revenue from SuperDrive™ virtual driver software deployment on factory-built autonomous trucks via OEM partners (TRATON, Hyundai, IVECO). TRATON partnership includes warrants tied to deployment revenue milestones. Commercial launch targeted for 2027.
- PlusDrive® Hardware Sales (Historical): Historical commercial revenue from shipping PlusDrive units to fleets and truck manufacturers. PlusDrive was the first self-driving trucking product commercially delivered to customers, deployed to commercial truck fleets since early 2021, with Amazon and major global fleets installing PlusDrive units.
- Investor Funding / Capital Raises: Continued backing from existing investors including Sequoia Capital China, FountainVest Partners, ClearVue Partners, Amazon, Mayfield, and Mitsui supporting growth and commercialization plans. TRATON committed up to $25 million in non-dilutive R&D funding.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Annual | HyperFoundry™ platform — recurring data/tools contracts |
| Other | Multi-year contract | SuperDrive™ commercial deployment with OEM partners |
| One time/ perpetual license | Pay-as-you-go | PlusDrive® supervised autonomous driving (historical commercial product) |
Go-to-market motion1 record
Distribution channels6 records
Marketing channels9 records
Plus product offering
Product offeringCore offering
PlusAI develops SuperDrive™, a Level 4 autonomous driving software (virtual driver) for commercial trucks, integrated into factory-built vehicles through OEM partnerships with TRATON GROUP, Hyundai, and IVECO. The company also sells HyperFoundry™, a Physical AI development platform that packages its multi-million-mile data catalog, foundation models, and generative simulation tools for third-party autonomous system developers across L2+/ADAS, defense, robotics, and mining. Both offerings are powered by PlusAI's AV2.0 three-layer redundancy architecture combining a Vision Language Model for reasoning with a transformer-based end-to-end motion planning model.
Product overview
PlusAI operates a platform-plus-modules architecture built around two primary offerings: SuperDrive™ (the core SAE Level 4 autonomous driving system / virtual driver) and HyperFoundry™ (the Physical AI development platform with Data Factory, Model Factory, and SimVerse pillars). SuperDrive is the production product, deployed via integration with factory-built trucks from global OEMs (TRATON GROUP's Scania/MAN/International, Hyundai, IVECO), and is powered by PlusAI's AV2.0 Architecture — a three-layer redundancy design featuring a REASONING Vision Language Model, a REFLEX end-to-end transformer, and cloud-based remote operations. Complementing SuperDrive are HyperFoundry for third-party AI development, PlusVision™ AI perception software (also available on Ambarella CV3-AD SoC), PlusProtect™ AI collision mitigation, the PlusDrive® driver-assist product deployed across fleets like Amazon, and the Open Platform for Autonomy (OPA) modular software architecture. Together these products form a comprehensive L4 autonomy stack validated through PlusAI's Safety Case Framework.
Differentiator
Problem solved
Functional benefit
Brands
- SuperDrive™: SAE Level 4 autonomous driving virtual driver software for factory-built commercial trucks, operating globally through OEM partnerships with TRATON GROUP (Scania, MAN, International), Hyundai Motor Company, and IVECO.
- HyperFoundry™
- PlusDrive®
- PlusVision™
- PlusProtect™
Products and services
- SuperDrive™ SuperDrive™ is PlusAI's flagship SAE Level 4 autonomous driving system (virtual driver) for commercial trucks, built on the AV2.0 three-layer redundancy architecture with REASONING-REFLEX dual-model AI. It is integrated into factory-built autonomous trucks through OEM partnerships with TRATON GROUP (Scania, MAN, International), Hyundai Motor Company, and IVECO for global commercial deployment, with planned 2027 commercial launch in the Texas Triangle and Europe.
- HyperFoundry™ HyperFoundry™ is PlusAI's integrated Physical AI development platform for third-party autonomous system developers across L2+/ADAS, defense, robotics, and mining. It comprises three pillars: Data Factory (multi-million-mile data catalog with 3D BEV and VLA labels), Model Factory (L4 reference model, distillation, and SoC porting), and SimVerse (generative world models with closed-loop multi-agent simulation). Sold as a recurring subscription via a Discovery → Pilot → Production engagement model.
- PlusDrive® PlusDrive® is PlusAI's first commercial product and the first self-driving trucking product delivered commercially to customers (since 2021). It is a supervised (driver-in) highly automated driving solution for commercial trucks using cameras, radar, and lidar sensors with deep neural networks, delivering up to 10% fuel savings, improved safety, and reduced driver fatigue while keeping human drivers in control. Historically sold as a hardware-software bundle to fleets and OEMs including Amazon.
- PlusVision™ PlusVision™ is PlusAI's transformer-based AI perception software stack providing 360-degree surround vision using multi-camera Bird's-Eye-View (BEV) deep neural network models. It is sold as standalone perception software for next-generation vehicles and is also available on the Ambarella CV3-AD AI domain controller SoC family for L2+/L3 autonomy with industry-leading power efficiency.
- PlusProtect™ PlusProtect™ is PlusAI's AI-based software for next-generation vehicle safety systems that delivers high-performance automatic collision mitigation, adding AI-driven advanced driver-assistance safety features for commercial vehicle applications.
- Open Platform for Autonomy (OPA) Open Platform for Autonomy (OPA) is PlusAI's modular software platform supporting all levels of autonomy from advanced driver-assistance safety systems up to Level 4, designed to scale deployment of PlusAI's autonomous driving technology across different vehicle types and powertrains via a single integration point.
Quantifiable outcome
- 100% on-time delivery rate and 92% autonomous route coverage in Texas I-35 corridor pilot with Ryder and International (March 2026)
- +7 more outcomes
Companies that use Plus
Customer profileNamed customers7 records
Segments5 records
Ideal customer profiles5 records
Plus technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration6 records
AI capability15 records
Feature14 records
Plus partnerships and signals
Strategic signalPartnerships
14 partnerships are on record, tiered major, flagship / tier 1, minor and major / tier 1.
- Ryder System, Inc.majorRyder System is operating the Texas I-35 corridor fleet trial, operating a daily 600-mile route between Laredo and Temple with a factory-integrated International autonomous truck powered by PlusAI SuperDrive. Demonstrates autonomous technology integrating into existing customer logistics operations without dedicated autonomous terminals.
- NVIDIAflagship / tier 1Expanded collaboration announced at NVIDIA GTC to commercialize SuperDrive for fully driverless autonomous trucks expected to begin in 2027. Integrates three interconnected capabilities: NVIDIA Alpamayo foundation model for AI reasoning, NVIDIA DRIVE AGX Hyperion hardware platform, and NVIDIA Halos safety system. PlusAI joined the NVIDIA Halos AI Systems Inspection Lab for independent assessment against ISO 26262, ISO/SAE 21434, and ISO PAS 8800. International Motors is providing vehicle architecture and manufacturing expertise in the three-way collaboration.
- T2 Inc. (Tokyo)majorStrategic partnership to deploy Level 4 autonomous trucks in Japan. Combines T2's local logistics expertise with PlusAI's autonomous trucking technology. Addresses Japan's severe truck driver shortage driven by aging workforce, strict labor regulations, and rising freight demand. PlusAI has also launched Southern Europe's first Level 4 autonomous trucking pilot with IVECO in Spain.
- Sesé (Spanish logistics operator)minorSpanish logistics operator collaborating with PlusAI, IVECO, and the Government of Aragon on Southern Europe's first Level 4 autonomous trucking program in Spain. Two heavy-duty trucks with autonomous systems on multi-year testing starting 2026 on freight routes between Madrid and Zaragoza.
- Government of Aragon (Spain)minorRegional government partner supporting Southern Europe's first Level 4 autonomous trucking program in Spain (Madrid-Zaragoza route) with PlusAI, IVECO, and Sesé.
- Luxembourg Government (Deputy PM Xavier Bettel, Minister Lex Delles)
- Hyundai Motor Companyflagship / tier 1PlusAI and Hyundai are combining hydrogen fuel cell technology with PlusAI's next-gen self-driving technology to bring autonomous hydrogen fuel cell electric trucks to market. Joint project recognized in TIME's Best Inventions 2025 for the autonomous XCIENT Fuel Cell Class 8 heavy-duty truck. Vision for autonomous hydrogen-powered fuel cell trucks unveiled at ACT Expo 2025 to accelerate a hydrogen freight network in the U.S.
- TIER IV (Tokyo)majorStrategic partnership in Japan combining PlusAI's SuperDrive virtual driver with TIER IV's Autoware-based platform for commercial trucks manufactured by Isuzu Motors and Mitsubishi Fuso Truck and Bus. Supports Japan's Autonomy 2.0 government initiative. Test runs recently completed on Shin-Tomei Expressway's dedicated autonomous trucking test lane. Addresses 35% driver shortage gap projected by 2030.
- Boschmajor / tier 1Technology collaboration announced at ACT Expo in Anaheim, California to deliver Level 2++ assisted driving features for commercial vehicles. Integrates PlusDrive software solution with Bosch's integrated steering system to provide features including traffic jam assist, merge handling, and driver attentiveness detection. Targets driver retention, fuel economy savings, and reduced accidents.
- Autonomous Vehicle Industry Association (AVIA)minorPlus joined AVIA to advance the safe deployment of autonomous trucking technology as an industry-level advocacy and standards body.
- TRATON GROUP (Scania, MAN, International)flagship / tier 1Long-term global partnership to commercialize Level 4 autonomous trucks with TRATON GROUP brands. Expanded in January 2026 with up to $25 million in non-dilutive R&D funding, warrants tied to deployment revenue milestones, and a board nomination right for TRATON following PlusAI's planned public listing. Joint customer fleet trials underway on Texas I-35 corridor with International, plus road testing in Sweden with Scania. Joint Beta 5.0 release of SuperDrive in October 2024. Factory-built autonomous trucks targeted for commercial launch in 2027.
- IVECO (Iveco Group)flagship / tier 1IVECO is PlusAI's autonomous trucking partner in Europe. Joint deployment of PlusDrive on IVECO S-Way trucks. Most recently launched Southern Europe's first Level 4 autonomous trucking program in Spain (Madrid-Zaragoza route) in collaboration with Spanish logistics operator Sesé and the Government of Aragon, plus prior Germany pilot with DSV and dm-drogerie markt. Integrating PlusAI's SuperDrive into IVECO's autonomous trucking roadmap.
- TransurbanminorPlus partners with Transurban to advance automated freight on Australian motorways, building on successful 2022 self-driving truck trial.
- VelocitiminorCollaboration with Velociti to create a nationwide installation and service network capable of delivering PlusDrive-equipped trucks to customers within 12 hours.
Scale indicators17 records
Recent moves9 records
Expansion highlights8 records
Plus competitors and assessment
Company assessmentEmerging players
- Inceptio Technology: Inceptio Technology is a China-based autonomous trucking startup that has deployed L3 autonomous trucks with major Chinese logistics partners. Both Inceptio and PlusAI target factory-integrated autonomous trucks with OEM partnerships (Inceptio partners with Dongfeng, Sinotruk, Foton), but Inceptio is primarily focused on the Chinese market.
- Pony.ai: Pony.ai is a leading autonomous driving company focused primarily on robotaxi services but with adjacent trucking applications. Both Pony.ai and PlusAI leverage AI-native architectures and have global ambitions (U.S., China, Europe), but Pony.ai's primary revenue path is passenger mobility rather than freight.
Direct peers
- Aurora Innovation: Aurora Innovation is the closest direct peer to PlusAI, developing the Aurora Driver autonomous platform for Class 8 trucks and has already launched commercial driverless operations in Texas on the I-45 corridor. Both companies target factory-integrated L4 autonomous trucking with major fleet and OEM partnerships, and both have secured pre-launch orders from carriers like Hirschbach.
- Kodiak Robotics: Kodiak Robotics develops autonomous trucking technology with a sensor-light, AI-first approach using a single camera-radar-LiDAR configuration. Both Kodiak and PlusAI target long-haul Class 8 truck autonomy with safety case frameworks, and both have demonstrated live operations in Texas. Kodiak is one of the most well-funded direct competitors.
- TuSimple: TuSimple is a global autonomous trucking company that has tested autonomous operations across the U.S., China, and Japan. Both TuSimple and PlusAI focus on L4 Class 8 highway autonomy, OEM partnerships, and have pursued public market listings. TuSimple has shifted strategic focus and restructured operations but remains a direct competitor in the autonomous freight space.
- Gatik: Gatik focuses on autonomous middle-mile logistics with Class 3-6 box trucks, having launched fully driverless operations with Walmart and Loblaw. While Gatik's vehicle class differs from PlusAI's Class 8 long-haul focus, both target B2B freight autonomy with safety-case-driven deployment models and serve enterprise logistics customers.
Broad incumbents
- Waymo (Alphabet): Waymo (backed by Alphabet) operates the most scaled autonomous vehicle program and has expanded into trucking via Waymo Via. While Waymo's primary focus is robotaxis, its trucking efforts compete directly with PlusAI for fleet customers, OEM partnerships, and engineering talent. Waymo's deep capital reserves and proprietary data advantage make it a formidable incumbent.
- Tesla: Tesla is developing autonomous trucking capability via the Tesla Semi and is broadly pursuing autonomy through its FSD/Autopilot roadmap. While Tesla's primary focus is passenger vehicles, the Tesla Semi and its integrated autonomy stack represent a potential long-term competitor in autonomous freight, with deep capital and proprietary AI/ hardware (Dojo) advantages.
- NVIDIA: NVIDIA is both a partner (providing DRIVE AGX Hyperion, Alpamayo foundation model, and Halos safety system to PlusAI) and a broad incumbent in autonomous driving. NVIDIA's DRIVE platform powers most AV development globally, and its foundation model approach (Alpamayo, Cosmos) directly overlaps with PlusAI's AV2.0 architecture. The dual relationship creates both opportunity and supplier risk.
- Mobileye: Mobileye (an Intel company) provides ADAS and autonomous driving solutions to dozens of OEMs globally, including commercial vehicle applications. While Mobileye primarily targets L2+/L3 passenger vehicle autonomy, its EyeQ chips, REM mapping, and Chauffeur/Drive platforms represent competitive technology that could be applied to trucking.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat7 records
Key risks6 records
Key highlights6 records
Customer concentration
Plus social profiles
Digital presencePlus compliance and trust
Trust signalCompliance6 records
Plus financial estimates
Financial estimateRevenue estimate
Valuation estimate
Plus leadership team
Management profileNumber of profiles
Profiles21 records
Plus funding detail
Funding detailFunding overview
Funding rounds4 records
Investors20 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Plus M&A and investment
M&A and investmentM&A1 record
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Plus
What does Plus do?
PlusAI develops SuperDrive™, a Level 4 autonomous driving software (virtual driver) for commercial trucks, integrated into factory-built vehicles through OEM partnerships with TRATON GROUP, Hyundai, and IVECO. The company also sells HyperFoundry™, a Physical AI development platform that packages its multi-million-mile data catalog, foundation models, and generative simulation tools for third-party autonomous system developers across L2+/ADAS, defense, robotics, and mining. Both offerings are powered by PlusAI's AV2.0 three-layer redundancy architecture combining a Vision Language Model for reasoning with a transformer-based end-to-end motion planning model.
Is Plus a public or private company?
Plus is a private company. It is classified as venture growth investor backed and is currently operating.
When was Plus founded?
Plus was founded in 2016. It employs 251 to 500 people.
Where is Plus based?
Plus is headquartered in Santa Clara, United States, in the North America region.
How does Plus make money?
Four revenue lines are on record. HyperFoundry™ Data and Tools Platform Revenue is the primary driver. The others are superDrive™ Virtual Driver Licensing (Future), plusDrive® Hardware Sales (Historical) and investor Funding / Capital Raises.
Who are Plus's main competitors?
Emerging players on record are Inceptio Technology and Pony.ai. Direct peers are Aurora Innovation, Kodiak Robotics, TuSimple and Gatik. Broad incumbents are Waymo (Alphabet), Tesla, NVIDIA and Mobileye.
Does Plus have an API?
No public API is recorded for Plus.
What industry is Plus in?
Plus's product category is Autonomous Trucking Software. Its primary akta.pro industry code is TLAJAHAG, Cooperative ITS (C-ITS) Corridor & Intersection Deployments. Its NAICS code is 54151 and its SIC code is 7373.