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technology into mapping systems, which is unlike the traditional crowd-sourced data that rely on surveys and can be out-of-date, Netradyne is employing real-time data that is captured by its system directly from vehicles that ply on the road.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

European ride-hailing platform Bolt has selected the NVIDIA Alpamayo Stack autonomous driving software to operate its vehicle fleet in Europe, starting with Lucid automobiles.

The deployment commences in Madrid in 2027, with subsequent deployment planned in Germany and France. The initiative supports the integration of at least 25,000 Level 4-ready Lucid vehicles equipped with NVIDIA Hyperion compute and sensor architecture. The program contributes to Bolt's objective of deploying 100,000 autonomous vehicles across Europe and the UNECE region by 2035. The system integrates reasoning artificial intelligence with perception and planning modules alongside NVIDIA Halos safety controls.

Jevgeni Kabanov, President and Head of Autonomous Driving, Bolt, said, “Autonomous driving will change how people move around cities, and Europe should play a major role in how that future is built. Our ambition isn't to bring autonomous driving to just a handful of cities. We want to make autonomous ride-hailing available at scale across Europe, with 100,000 vehicles on our platform by 2035. We're bringing together some of the best technologies in the world to make that possible. Following our first autonomous mobility launch in Luxembourg, our next step with NVIDIA and Lucid is to begin a programme in Madrid in 2027. The Region of Madrid is pioneering a structured framework for commercial autonomous mobility in coordination with national authorities. Germany will also be a priority for what comes next, with cities already setting out clear ambitions for autonomous mobility.”

Rishi Dhall, Vice-President of Automotive, NVIDIA, said, “Robotaxis will scale when every vehicle is built on a common, safety-engineered foundation. NVIDIA Hyperion standardises the compute and sensor architecture across vehicle platforms, while NVIDIA Alpamayo Stack and Halos provide the driving intelligence and safety foundation. Bolt’s European platform, operational experience and work with cities and regulators make it a strong partner to bring autonomous ride-hailing to market at scale in Europe.”

French tier 1 supplier Valeo has announced plans to develop and industrialise high-performance compute platforms utilising the NVIDIA Hyperion reference architecture and NVIDIA Halos safety system.

The initiative combines Valeo's vehicle integration capabilities with centralised computing architectures to support software-defined mobility systems. The platform utilises the NVIDIA DRIVE AGX Thor architecture to deliver processing performance and redundancy for Level 4 autonomous driving, commercial trucking and robotaxi applications. The development framework enables automakers to integrate features and deploy autonomous technologies across vehicle models.

Marc Vrecko, Chief Executive Officer, Valeo Brain Division, said, "Our work with NVIDIA marks a significant milestone in our mission to make autonomous driving a safe, scalable reality. By seamlessly integrating NVIDIA’s advanced compute power into our next-generation platforms, we are delivering the flexible, centralised intelligence vehicle manufacturers require to redefine the driving experience and meet the evolving demands of tomorrow’s intelligent vehicles."

Rishi Dhall, Vice-President of Automotive, NVIDIA, said, "Valeo’s expertise in high-performance computing, vehicle integration and automotive-scale industrialisation will help automakers adopt NVIDIA Hyperion and NVIDIA Halos at production scale. Together, NVIDIA and Valeo are providing the AI performance, functional safety and scalability needed to accelerate the development of Level 4 autonomous vehicles and robotaxis."

HCLTech has introduced an artificial intelligence (AI) verification and validation platform utilising NVIDIA simulation tools, agentic systems and open models.

The offering targets vehicle manufacturers and tier-1 suppliers to automate software validation workflows and accelerate release cycles. Built on a simulation-first operating model, the platform connects requirements, test creation, execution, analysis and compliance reporting.

The system integrates HCLTech's engineering expertise and validation model with NVIDIA Omniverse, Cosmos, Alpamayo, NuRec and Isaac Sim technologies to generate scenarios in virtual environments, reducing reliance on physical testing.

Additionally, the platform utilises the NVIDIA Agent Toolkit to orchestrate AI agents powered by Nemotron open models across the validation lifecycle.

Pankaj Tagra, Chief Growth Officer and Global Head of Mobility, HCLTech, said, “Automotive software is evolving faster than traditional validation processes were designed to handle. Frequent software updates, increasingly complex vehicle systems and the need to demonstrate compliance across changing configurations can make validation slow, fragmented and difficult to scale. Powered by NVIDIA, HCLTech’s V&V for Auto is designed to help organisations shift from periodic, labor-intensive testing to continuous, intelligent validation, using simulation and AI to make software release decisions with greater speed and confidence.”

Dr. Sebastian Scheurle, EMEA Industry Lead of Automotive Enterprise, NVIDIA, said, “Validation now sets the pace for software-defined vehicles. With NVIDIA Omniverse, Cosmos and Nemotron at its core, this solution leverages world-class simulation and AI capabilities to support automakers in their journey towards moving more testing into simulation, covering rare and safety-critical scenarios earlier and releasing software with greater confidence.”

HARMAN has received recognition from the AutoTech Breakthrough Awards, marking the fourth consecutive year the company has been honoured by the market intelligence organisation. The Ready Aware platform received the Driver Safety Solution designation for 2026.

Ready Aware operates as a software-defined vehicle-to-network solution that integrates infrastructure feeds, vehicle telemetry, cloud analytics and digital twin data to provide contextual in-vehicle warnings.

The system processes information regarding road conditions, weather, traffic hazards and signal timing to deliver alerts beyond the driver's line of sight. The architecture works with existing 4G and 5G cellular hardware and vehicle cloud environments, enabling automakers to deploy software updates without hardware modifications. The platform supports Euro NCAP compliance requirements and offers over 15 safety use cases, including intersection warnings, red-light notifications and hazard alerts.

Bryan Vaughn, Managing Director, AutoTech Breakthrough, said, “HARMAN Ready Aware is redefining vehicle safety from reactive intervention to proactive awareness. Almost a quarter of U.S. traffic deaths and roughly half of injuries are related to intersections. Cameras and sensors can be limited by physical occlusions and, on their own, may not have access to information about upcoming signal changes or other traffic conditions. Ready Aware’s software-defined model connects the intelligence already present in cities and connected vehicles, then delivers it to the driver as a timely, contextual alert. Ready Aware turns infrastructure data, vehicle telemetry and cloud analytics into actionable driver awareness—available today, scalable tomorrow, and quickly deployable.”

The system uses a cloud analytics and scoring layer named the Confidence Engine to filter data feeds, reduce false alerts and prioritise notifications to minimise distraction. Automakers can integrate the software via client-to-cloud or cloud-to-cloud configurations to support subscription services and feature monetisation.

Suman Sehra, Global Head of Connectivity Product and Portfolio Management, HARMAN, said, “Ready Aware gives automakers a flexible way to move connected vehicle safety from reactive intervention to proactive awareness. By transforming real-time road intelligence into timely, contextual alerts, Ready Aware helps drivers anticipate hazards before they come into view while giving automakers a scalable foundation to continuously enhance safety through software. This recognition reflects HARMAN’s vision for safer, more informed mobility.”