Enhancing Vehicle Safety With Vision

Offering vision-based, cloud-connected intelligent dash cams that integrate visual insights and provide a unique and actionable feedback on driver behaviour in real-time, Netradyne – a Bengaluru-based company – is working towards enhancing safety on the road.

With products that are capable of monitoring subtle driving patterns, from adhering to traffic rules to identifying risky behaviour, the products that Netradyne is presenting capture and process data and learn continuously from new data points.

“The focus area is on increasing precision in safety systems with the goal of achieving near-perfect accuracy. The second major product is an advanced drowsy detection system,” informed Vinay Rai, Executive Vice President – Engineering, Netradyne.

Stating that the products enhance vehicle safety, fleet operations and are an outcome of much innovation, he averred, “Currently available in the US, they will be soon introduced in India.”

Engineered to integrate additional accessories mounted on the windshield to improve driver monitoring accuracy, a critical element in the case of commercial vehicles particularly, the products aim at creating a more reliable system capable of detecting fatigue in drivers with greater precision.  

Revealing that the company is making strides in predictive analysis using large language models and massive data sets that have been accumulated over billions of kilometres of driving, Rai said, “With a potential to predict the behaviour of various agents on the road including vehicles, pedestrians, animals and even objects, the technology, by analysing the data, can anticipate actions before they happen, providing a smoother and safer driving experience.”

An exciting development being the integration of vision-based technology into mapping systems, which is unlike the traditional crowd-sourced data that rely on surveys and can be out-of-date, Netradyne is employing real-time data that is captured by its system directly from vehicles that ply on the road.

What this does is to allow for quicker updates such as the identification of newly installed traffic signals, which are immediately processed and uploaded to the cloud.

Stating that an advanced drowsy detection system will be launched in H1FY26 in India, Rai said, “In the realm of fleet management, the company is also expanding its platform to offer more than just safety features.”

Planning to launch a comprehensive fleet management tool by early next year that will help companies monitor key metrics like vehicle location, driver behaviour and vehicle health in real-time, Netradyne is operating development centres in Bengaluru and San Diego, US.

Operating in almost a dozen countries including the US, UK, India, Australia and Canada, the company’s system has detected over a billion alerts across various regions. Pursuing a goal to provide businesses with critical insights into their fleets and help identify top-performing drivers and those in need of coaching, the company is catering mainly to a B2B market of commercial vehicles.

It is driving much of the innovation and tech development from India.

Market opportunities

With the research and development workforce in India accounting a major share of the developments, Netradyne – offering solutions to fleets diverse in nature – is looking at its home market in India with the confidence that the rate of adoption of driver safety systems will grow fast and steadily.

“The perception of vision-based safety systems in India is evolving, albeit slowly. India remains a cost-sensitive market, where many businesses and individuals prioritise affordability over advanced safety technologies,” Rai expressed. “There is a growing awareness about the long-term benefits of such systems, especially in terms of preventing accidents and reducing liabilities,” he said.

The change in perception is being driven by several factors, including MNCs in the commercial fleet or logistics space adopting technologies like these for safety and brand positioning. Rai averred, “While India is still several years behind developed markets in terms of safety culture and the adoption of advanced technologies, the trend is definitely moving in a positive direction. The growing awareness, both at the consumer and business levels, suggests that this shift will continue over time, even if it doesn’t happen overnight. Overall, the market for vision-based safety technologies in India is in its early stages but is showing signs of growth.” 

The company’s biggest market is the United States, which has been the focus since the company's early days in 2015. It also made a strong presence in India, UK, Canada, Mexico and Germany.

Chinese technology company Hesai Technology has joined the Nvidia Halos AI Systems Inspection Lab, an accredited body for the inspection of AI-driven physical systems. As a member, Hesai will validate its lidar platforms within a framework covering functional safety, cybersecurity and AI compliance.

Nvidia Halos is a safety system for physical AI that unifies safety elements across vehicle and robotics architectures. The system combines hardware, software and models to safeguard autonomous vehicle (AV) and robotics stacks.

Hesai utilises a ‘Safety Triad’ engineering approach, which integrates:

• Functional Safety: Adherence to ISO 26262 standards.
• Safety of the Intended Functionality (SOTIF): Managing risks from functional inadequacies.
• Cybersecurity: Protecting system integrity across real-world environments.

The company claims that Hesai was the first LiDAR manufacturer to obtain ISO 26262 ASIL B certification and currently participates in global safety standard development alongside firms including Bosch, Nissan and ZF.

The collaboration between Hesai and Nvidia began in 2019 with the integration of LiDAR into Nvidia autonomous computing platforms. Hesai has delivered over 2 million LiDAR units globally to date.

The company was recently selected as a lidar partner for Nvidia DRIVE AGX Hyperion 10, a reference architecture designed to make vehicles Level 4-ready. This platform enables the development of AI-defined fleets for automakers and developers.

David Li, Co-Founder and CEO, Hesai Technology, said, “Autonomous systems will only achieve broad adoption if they meet the highest standards of safety and reliability. As autonomous vehicles and intelligent machines move toward large-scale deployment, safety becomes the defining requirement for the entire system.”

“Our work with Nvidia began several years ago with the integration of Hesai LiDAR on Nvidia autonomous computing platforms. Lidar is often the primary sensor responsible for detecting hazards in the most critical situations on the road. Joining the Nvidia Halos ecosystem allows us to further strengthen the safety architecture required to bring trusted autonomous technology into everyday use,” he said.

Zenobe, a fleet electrification and battery storage specialist, has acquired California-based Revolv to expand its electric truck operations in the United States. The transaction marks Zenobe's entry into the North American commercial fleet and truck segment.

The acquisition adds to Zenobe's established portfolio in student transportation and public transit across the U.S. and Canada.

Key additions to Zenobe’s network include:

• Operational Sites: 13 customer sites located in California.
• Fleet Size: More than 100 electric trucks integrated into the service network.
• Project Pipeline: Additional commercial projects currently under development.

Zenobe intends to integrate the Revolv team to maintain continuity for existing customers and leverage regional expertise. The combined platform provides end-to-end solutions, including vehicle provision, charging infrastructure, financing and battery lifecycle management.

The expansion follows a period of growth in the U.S. Zero Emission Truck (ZET) market, where over 59,000 vehicles have been deployed nationwide. Zenobe’s strategy focuses on a battery-as-a-service (BaaS) model, which involves performance guarantees and the management of second-life battery applications to reduce risks for fleet operators.

The acquisition is supported by Zenobe’s major investors, KKR and Infracapital, as part of a broader effort to scale electrification in hard-to-decarbonise sectors.

Andreas Lips, President of EV North America, Zenobe, said, “Revolv's end-to-end fleet electrification model is highly complementary to Zenobe's global experience and our growth plans in North America. As commercial fleet electrification enters its next phase, operators are increasingly seeking partners who can deliver vehicles, infrastructure, financing and long-term battery performance under one roof. This acquisition strengthens our ability to provide flexible, end-to-end solutions at scale across North America.”

Steven Meersman, Founder Director, Zenobe, said, “This is a strong opportunity to accelerate electrification at scale, by pairing Revolv's fleet electrification platform with our deep experience and unique financing models. We're grateful to Revolv CEO Scott Davidson and the team at GDEV Management for backing Revolv early on. Now we are taking it to the next stage.”

51WORLD has been named as Nvidia’s global Level 4 simulation partner. The companies announced an integration between Nvidia Omniverse NuRec and 51WORLD’s SimOne platform during the Nvidia GTC Conference on 16 March 2026.

The collaboration utilises neural rendering technology to convert static, real-world collected scenario data into interactive simulation environments. This process is intended to address limitations in autonomous driving development workflows by making recorded data reactive.

The platform is designed to support the training of reasoning-based autonomous systems, including – world models, vision-language-action (VLA) models and physical AI development tools.

By transforming real-world data into interactive simulations, the integration increases the volume and variety of edge cases available for developers working on Level 4 autonomous systems.

At present, 51WORLD holds a 53.5 percent share of the L3+ simulation market in China. The partnership with Nvidia is intended to extend the company's reach into international autonomous driving programmes and provide development tooling for global automotive partners.

The announcement coincided with several related partnerships involving Nvidia’s DRIVE Hyperion, Omniverse and Alpamayo technologies, focused on the advancement of autonomous vehicle platforms.

Volvo Cars has earned the highest possible rating for software-defined vehicle (SDV) capabilities from S&P Global Mobility, standing alone among legacy automakers as the only one to achieve a Level 5 designation. This top-tier ranking underscores the company’s capacity to enhance nearly all aspects of a vehicle throughout its lifespan, delivering greater long-term value to customers. Through over-the-air (OTA) updates, Volvo can introduce new safety functions, accelerate charging speeds, extend driving range and refine the overall user experience.

The transition to software-defined vehicles represents a transformative leap for Volvo, empowering its cars on the road to continuously evolve and setting a new benchmark for safety. As part of its most significant technological overhaul in nearly a century, the company now leverages real-world data to generate insights that inform the development of future safety and driver assistance systems.

Central to this capability is HuginCore, Volvo’s internally developed core system. Featuring a sophisticated electrical architecture, a central computing platform, zone controllers and integrated software, HuginCore is the foundation of the company’s three software-centric models: the EX90, ES90 and EX60. This architecture enables scalable enhancements, faster innovation cycles and superior experiences across the entire vehicle lineup.

S&P Global Mobility, a premier provider of automotive intelligence, offers the comprehensive data and expert analysis that informed this evaluation, assisting the industry in making more informed, lower-risk decisions.

Håkan Samuelsson, CEO, Volvo Cars, said, “Years of focused engineering efforts and investments have given Volvo software capabilities that only a select few in the industry have achieved. This has enabled us to deliver a step change in customer experiences and development speed.”