Cyber Resilience Act Explained: What It Means for the Automotive Industry

With the rapid rise of products utilizing AI, IoT, and connected technology, there has been growing concern across all industries of the cybersecurity risks associated with embedded technology. In response, in December 2024, the European Union put into force the Cyber Resilience Act (CRA), aiming to raise the baseline for security for all digital products and solutions sold in the EU.

Though the regulation originated in Europe, its impact will be global, as today’s interconnected market and supply chain crosses borders. Here’s a closer look at the CRA, why it matters, and its implications on the world’s automotive sector.

What is the Cyber Resilience Act?

The CRA is a legal framework that outlines cybersecurity requirements for products (both hardware and software) with digital elements sold within the European Union. The CRA casts a much wider net than requiring cybersecurity for traditional IT systems, covering everything from smart watches, refrigerators, to agricultural vehicles. In fact, the regulation not only applies to the products themselves, but the full lifecycle of IoT and digital products.

The objective of the CRA is to improve consumer safety, build trust in the digital marketplace, and ensure that manufacturers are held accountable for the security of their products. With this overarching regulation, the hope is that the CRA will foster more transparency for the digital ecosystem, ultimately encouraging innovation while still protecting both businesses and consumers from emerging cyber threats.

The CRA mandates a “security-by-design” approach, which means that companies must integrate cybersecurity from design through the end-of-life (EOL). It also requires vulnerability management and updates, along with compliance and documentation.

Key Implications for Industries Utilizing Connectivity

More and more industries are implementing connected technologies into their supply chain, which means the CRA targets a wide range of industries, including defense, IT infrastructure, and robotics/smart factory, to name a few.

Healthcare & Medical Devices: Many healthcare products now boast connectivity and dedicated user support. Products like remote monitoring tools, smart implants, and other medical devices must secure processed data and ensure device integrity.

Smart Manufacturing: Factories often use IoT and smart automation to optimize their factory lines. Networks and real-time operations must protect against cyberattacks that could disrupt industrial processes.

Space & Defense Systems: Satellites and mission-critical technologies must use robust protection to safeguard against cyber threats and protect sensitive operations for national security.

Agricultural Machinery: Like connected vehicles, agricultural transport is becoming much more connected and software-driven, meaning vehicles like autonomous tractors and sensor-based farming equipment must comply with the CRA as well.

CRA: More than the Law

The CRA represents more than just regulation within the EU. It signals a global shift towards mandatory cybersecurity standards for connected solutions, including all types of vehicles. Early preparation will be key, as manufacturers must utilize security-by-design principles from the development stage of all products.

The CRA introduces a risk-based product classification system, allowing a transition period until December 2027 for full compliance.

CRA timeline infographic

A lack of cybersecurity resilience increases likelihood of a cyber attack, which can not only lead to operational disruption and financial loss within a company’s supply chain and sales funnel, but can also result in legal ramifications. Non-compliance will result in fines of up to €15 million or 2.5% of global turnover and potential EU market bans, which could also result in a lack of brand awareness or worse, negative brand image.

Why the Automotive Industry Should Care

While most automotive vehicles are excluded from the CRA due to the overlapping nature of the CRA regulations with existing regulations (like the WP.29 R155 and EU General Safety Regulation, GSR), certain automotive components like digital components, aftermarket software, andconnected services, as well as vehicles not covered under R155 (like construction or agricultural vehicles) are still subject to the CRA.

Vehicles are complex digital ecosystems, and with more and more technology being embedded into the architecture, compliance will also become more complex. While the details of the CRA are still being worked out, the automotive industry will have to move quickly, as the impacts of the regulation will be wide-ranging. Manufacturers and suppliers can begin by aligning with existing guidelines for cybersecurity resilience in vehicles:

   •  Standard and Regulation Compliance: Automotive manufacturers will have to ensure that they comply with the existing regulations like UNR-155 and GSR, and are recommended to follow standards like ISO/SAE 21434 when it comes to vehicle architecture and connected platforms.

 •  Secure OTA Updates: Manufacturers can ensure that their Over-the-Air (OTA) capabilities are secure and efficient, and ensure that vulnerabilities are patched in real-time.

 •  Regular testing: Testing current architecture for vulnerabilities can be a great starting point to analyze where mitigation is needed.

 •  V2X security and Security Credential Management Systems: While a Security Credential Management System (SCMS) isn’t explicitly required by the CRA, it can support compliance by demonstrating security best practices.

AUTOCRYPT has been closely involved in cybersecurity regulatory compliance from the early stages, focusing on practical, optimized solutions for manufacturers and suppliers. Our expertise in automotive and IT cybersecurity empowers our partners to seamlessly meet regulatory requirements while strengthening their product reliability, market competitiveness, and maintain a positive brand image.

To learn more about the CRA, click here. To contact our team about how your company can get started with CRA compliance, contact global@autocrypt.io.

Post-Quantum Cryptography, and the Future of Automotive Cybersecurity 

As of late, there’s been a lot of worried and concerned discussion regarding quantum computing. There are concerns that once quantum computers become available, all IT systems will collapse and be hacked; some blockchain enthusiasts worry that cryptocurrencies will become obsolete; governments worry that national security systems may be compromised. Are these valid concerns? In today’s blog, we’ll explore what quantum computers are and what we can do to manage concerns about the future.  

What is Quantum Computing?

The modern-day computer uses “bits” as the basic unit, while quantum computers use “qubits.” The key difference is the way that qubits exist. For example, a bit can be a 0 or a 1, but a qubit can be a 0, 1, or both at the same time. Imagine a spinning coin. While spinning, a coin can be both heads and tails. In quantum mechanics, this is called the principle of superposition, and this superposition allows for quantum computers to process many possibilities simultaneously.  

Another interesting property of qubits is entanglement. When qubits are “entangled,” the state of one qubit is directly related to the state of another. This means that if a qubit changes its state, it will instantly affect the other. This phenomenon of qubits enables quantum computers to perform complex calculations far more quickly than a computer using bits, which processes information in a linear, sequential manner.  

Quantum computers are still in the early stages of development, and larger tech companies have already begun to create and use quantum computers for research and experimentation. Many experts will say that the quantum computers available today have a relatively small number of qubits and are susceptible to errors. However, some are optimistic that the technology will achieve more accuracy and broader use very soon. 

What is Post-Quantum Cryptography (PQC)?

While quantum computing holds great promise for solving more complex problems, it also presents a great risk. If misused, quantum computers could, in theory, break encryption methods that secure sensitive data like personal communications, banking transactions, and even confidential government data.  

This is why the development of Post-Quantum Cryptography is crucial to safeguard against this potential threat.  

Post-quantum cryptography (PQC), in simple terms, refers to cryptographic algorithms that are secure even in quantum computing environments. Unlike the traditional cryptographic systems we use today, such as RSA or ECDSA, PQC algorithms rely on mathematical structures that quantum computers are less likely to break, such as lattice-based, hash-based, code-based, or multivariate polynomial-based.

Developing PQC for different use cases is essential because if we wait until quantum computing reaches supremacy, it could quickly render current cryptographic systems obsolete, leaving data vulnerable. The transition to PQC should begin now, as preparing for a quantum future will require proactive effort to ensure cybersecurity frameworks remain intact and resilient.  

PQC Standardization and Regulatory Development

In 2016, the National Institute of Standards and Technology (NIST) launched a competition to standardize PQC. Researchers from all over the world submitted algorithms and through several rounds, 82 proposals were reviewed and in 2022 four algorithms were chosen: SPHINCS+, CRYSTALS-DILITHIUM, CRYSTALS-KYBER, and FALCON. They are incorporating these standards into the Federal Information Processing Standards (FIPS) document, and additional rounds will likely select new algorithms for digital signatures or other uses.  

In April 2024, the European Commission published a recommendation for member states to develop a strategy for implementing PQC, which would define clear goals and timelines for the implementation. This has led several workstreams and think tanks to actively participate in developing and implementing PQC into the European digital infrastructure.  

In 2022, the U.S. passed the “Quantum Computing Cybersecurity Preparedness Act,” which included a federal mandate for federal agencies to transition to PQC. The NSA announced that by 2035, all national security systems should implement PQC.  

In South Korea, the transition to PQC is being actively addressed by the National Intelligence Service and the Ministry of Science and ICT. They released their roadmap for transitioning to quantum-resistant cryptographic systems in 2020, and the roadmap was designed to span over a 15-year period, setting the goal of fully integrating PQC by 2035. 

PQC in Automotive Cybersecurity

The global implementation of PQC roadmaps is ongoing, and use cases can vary across governments and organizations, but one of the most important areas is the automotive industry. As modern vehicles are increasingly becoming software-centric, vehicle architecture is becoming increasingly sophisticated, integrating advanced connectivity features like OTA updates and V2X communications. These advancements enable smarter and more convenient mobility but also create a myriad of cybersecurity challenges if the vehicle architecture is breached, as many of the cryptographic methods were designed for more traditional computing environments.  

However, though regulations and standards do not yet mandate its implementation, manufacturers, suppliers, and solution providers in the industry have already begun to explore and evaluate PQC implementation:  

  • NXP Semiconductors is developing quantum-resistant firmware updates for vehicle applications 
  • Vodafone is testing PQC-secured VPNs, which is focused more on network security, but the company states it could be extended to connected vehicle applications 
  • LG U+ showcased its PQC-based applications like secure digital keys and infotainment systems at CES 2023, and continues to develop quantum-resistant technology for network and cellular applications 

As with traditional IT systems, once quantum computing reaches supremacy, vehicle systems could be vulnerable to attacks. Transition to PQC before quantum computing reaches practical implementation is crucial, as many worry that bad actors could already be stockpiling encrypted automotive data, waiting for quantum computing to enable them to decrypt, a long-term attack strategy known as “Harvest Now, Decrypt Later” (HNDL). 

Preparing for the Post-Quantum Future

While there’s no way to know when quantum computers will reach practical supremacy, one thing is clear: the transition to PQC is no longer a theoretical need but an urgent necessity, especially invehicle applications.  

However, transitioning to PQCbased solutions comes with its own set of challenges. PQC algorithms require a greater amount of computational power, which can be a concern for existing automotive hardware. This is why early testing, standardization, and collaboration will prove to be invaluable for realistic integration.  

The dilemma is not whether we should implement PQC but how quickly we can make it a reality. The automotive sector has a lot of work to do, and security solutions providers like AUTOCRYPT are on track to ensure that the transition happens efficiently and securely. 

 


To stay informed about the latest news on mobility tech and software-defined vehicles, read our blog for more technology insights or subscribe to AUTOCRYPT’s monthly newsletter.

Exploring Maneuver Sharing and Coordinating Service (MSCS) in Autonomous Driving

Autonomous driving is advancing rapidly, with self-driving cars being tested in urban mobility, highways, and logistics. Have you ever wondered how these vehicles communicate to navigate safely? Unlike human drivers, who rely on signals and intuition, autonomous vehicles use data-sharing systems. This blog examines the limitations of cooperative driving systems and introduces Maneuver Sharing in Autonomous Driving through the Maneuver Sharing and Coordinating Service (MSCS) as a solution to improve vehicle communication, safety, and efficiency.

Current cooperative autonomous driving systems rely on Basic Safety Messages (BSMs) within Vehicle-to-Everything (V2X) communication. Each vehicle regularly transmits BSM data, sharing essential information such as speed, position, and heading with surrounding vehicles. This allows vehicles to assess potential collision risks and respond accordingly.

However, BSMs alone cannot convey the intent behind a vehicle’s movements. As shown in the graph below, a BSM provides only fundamental status data without explaining why a vehicle is moving in a certain way.

Basic Safety Messages within V2X

In other words, while BSMs enable cooperative autonomous driving, they lack the capability to communicate driving intentions. If vehicles could understand the purpose behind each movement in advance, particularly in emergency situations, driving safety and efficiency would significantly improve.

Real-World Scenario: The Need for MSCS

To illustrate this, let’s define two key entities:

  • HV (Host Vehicle): The vehicle transmitting its movement intention.
  • RV (Remote Vehicle): The vehicle receiving the movement information.

Now, consider a different scenario: What if the HV had already informed nearby RVs of its intent to change lanes in advance? In that case, the RV could adjust its route ahead of time, leading to a smoother and safer driving experience.

The same idea applies beyond driving. In any situation, whether at work, in school, or during teamwork, understanding someone’s intentions before they act allows for better planning, coordination, and overall efficiency.

What is MSCS?

To overcome the limitations of BSMs, the Maneuver Sharing and Coordinating Service (MSCS) offers a smarter approach to cooperative driving.

MSCS enhances V2X communication by enabling vehicles to share their intended maneuvers. Understanding the purpose behind a vehicle’s movement enables better analysis and response, enhancing overall road safety and efficiency.

Unlike traditional BSM-based driving, which reacts to real-time data, MSCS enables proactive decision-making by considering the planned maneuvers of surrounding vehicles. This advancement leads to a smoother and more coordinated driving experience.

Autonomous Maneuver Sharing in SAE J3186 standards

MSCS operates in compliance with SAE J3186 standards, which defines its primary use cases as:

  1. Cooperative Lane Change
  2. Cooperative Lane Merge

These scenarios demonstrate how MSCS enables smoother lane changes and merges by allowing vehicles to communicate their intended movements. Through MSCS, vehicles notify one another and cooperate to execute maneuvers safely.

It is important to note that MSCS is designed to function based on vehicle intent and follows two distinct communication protocols:

  1. General Vehicle Protocol: Requires mutual negotiation through request and response interactions.
  2. Emergency Vehicle Protocol: Prioritizes emergency vehicles (e.g., ambulances, police cars) without requiring negotiation from surrounding vehicles.

In general, standard vehicles (following the General Vehicle Protocol) must yield to emergency vehicles (following the Emergency Vehicle Protocol). This ensures that special-purpose vehicles can operate efficiently without mutual negotiation.

By implementing MSCS, vehicles can share movement intentions, enabling others to adapt proactively. This results in safer, more efficient, and cooperative autonomous driving.

MSCS and MSCM

Next, let’s differentiate between MSCS and MSCM to explore the operational aspects of MSCS.

  • MSCS (Maneuver Sharing and Coordinating Service): The overall system that enables maneuver coordination
  • MSCM (Maneuver Sharing and Coordinating Message): The message exchanged between vehicles to communicate movement intent

The graph below illustrates the structure of MSCM:

Structure of Maneuver Sharing and Coordinating Service (MSCM)

In MSCS, a Maneuver represents a coordinated movement involving multiple vehicles, while a Sub-Maneuver refers to the individual actions each vehicle takes to carry out that Maneuver.

The Executing Vehicle (HV) initiates the Maneuver request and identifies surrounding Affected Vehicles, which receive MSCM messages to coordinate movement. HV must obtain agreement from Affected Vehicles unless it is an emergency vehicle.

MSCM Data Structure

MSCM Data Structure

MSCM messages contain key data components, including the MSCM Type, which classifies messages into one of eight types:

Autonomous Maneuver Sharing: MSCM Type

Additionally, each Maneuver in MSCM consists of multiple Sub-Maneuvers, structured as follows:

Sub-Maneuvers Data

In conclusion, there are 8 types of protocols for each Maneuver in MSCM.

MSCS Operational Process

To understand the operation of MSCS, let’s examine how it functions in standard vehicles. The system follows three sequential stages:

  1. Awareness State
  2. Maneuver Negotiation State
  3. Maneuver Execution State

MSCS Operational Process

  1. Awareness State
    • This is the preliminary stage of MSCS operation
    • While vehicles are aware of their surroundings via BSM, they have not initiated MSCS yet
    • Only MSCM Type 0 messages (intention notifications) can be sent in this stage
  2. Maneuver Negotiation State
    • Vehicles begin negotiating the execution of a Maneuver
    • Emergency vehicles skip this step, as negotiation is not required
    • MSCM Types 1-3 are used to request and confirm Maneuvers, while Types 4-5 handle cancellations
  3. Maneuver Execution State
    • Vehicles execute the approved Maneuver
    • The HV and RV reach a mutual agreement and act accordingly
    • MSCM Type 7 messages confirm execution, and the Maneuver concludes when all Sub-Maneuvers are completed.

In conclusion, Maneuver Sharing and Coordinating Service (MSCS) represents a significant advancement in autonomous driving, allowing vehicles to communicate their movement intentions and not just their basic status. By enhancing Vehicle-to-Everything (V2X) communication, MSCS improves safety, coordination, and efficiency on the road. Unlike traditional systems that react to real-time data, MSCS enables proactive decision-making, particularly in complex scenarios like lane changes or merges.

With protocols that prioritize emergency vehicles and ensure smooth coordination, MSCS creates a structured environment for vehicles to work together seamlessly. This proactive approach helps prevent collisions, reduces traffic congestion, and leads to safer, more efficient roads. As autonomous vehicles continue to evolve, MSCS will be at the forefront of shaping a future where roads are not only safer but also smarter, bringing us closer to a fully integrated, autonomous transportation system.

 


To stay informed about the latest news on mobility tech and software-defined vehicles, read our blog for more technology insights or subscribe to AUTOCRYPT’s monthly newsletter.

Anritsu and AUTOCRYPT Sign MOU at CES 2025 to Advance Automotive Security Testing(CSTP) through Simulated 5G Networks

LAS VEGAS, JANUARY 8, 2025. – AUTOCRYPT, an industry-leading vehicle cybersecurity provider, has signed a Memorandum of Understanding (MoU) with Anritsu, a pioneer in communications test and measurement solutions. The agreement, formally announced at CES 2025, underscores a shared commitment to advance security testing methodologies for vehicles worldwide.The collaboration will integrate AUTOCRYPT’s award-winning Cybersecurity Testing Platform (CSTP) with Anritsu’s Radio Communication Test Station MT8000A, which provides a simulated 5G network environment. The partnership aims to simplify and enhance cybersecurity testing, ensuring robust protection for evolving vehicle systems.

Anritsu and AUTOCRYPT Sign MOU at CES 2025

“By combining our decades-long expertise in cybersecurity with Anritsu’s network simulation capabilities, we’re setting a new standard for security testing in the 5G era,” said Daniel ES Kim, GCTO of AUTOCRYPT. “Testing can often be a cumbersome process, deterring type approval. But with AutoCrypt CSTP, OEMs gain access to a customized, efficient testing platform. Our partnership with Anritsu will further streamline testing, empowering OEMs to meet stringent cybersecurity requirements and provide more drivers with a secure driving experience.

“With the increasing concern over vehicle safety, cybersecurity testing has never been more vital,” said Yukiharu Ogawa, IoT Test Solution Division General Manager of Anritsu. “We’re thrilled to collaborate with AUTOCRYPT in delivering the tools necessary to test systems through our cellular network simulator. With this MOU formalized at CES, we believe it will highlight both our companies’ dedication to fostering a safer future.”

The MOU comes at a critical time, as governments and regulatory organizations worldwide implement stricter cybersecurity standards for connected and autonomous vehicles (CAVs). With frameworks such as the UNECE’s WP.29 UN R155, 156, India’s AIS-189, and China’s GB/T standards, automotive manufacturers and suppliers face mounting pressure to demonstrate compliance.

AUTOCRYPT and Anritsu’s collaboration will also enable comprehensive security testing for a variety of applications beyond vehicle communications systems. The collaboration will address the diverse security demands of modern day connected mobility, offering the industry an efficient solution to meet regulatory requirements, as well as enhancing resilience across a broad spectrum of technologies.

 

About Autocrypt Co., Ltd.

AUTOCRYPT is the leading player in automotive cybersecurity and smart mobility technologies. It specializes in the development and integration of security software and solutions for in-vehicle systems, V2X communications, Plug&Charge, and fleet management, paving the way towards a secure and reliable C-ITS ecosystem in the age of software-defined vehicles. Its comprehensive suite of automotive cybersecurity testing services and platforms includes the award-winning AutoCrypt CSTP, which supports automotive OEMs and suppliers in meeting regulatory standards ilke ISO/SAE 21434, UNECE WP.29 UN R155, as well as other emerging global standards.

About Anritsu Corporation

Anritsu is a provider of innovative communications test and measurement solutions. Anritsu engages customers as true partners to help develop wireless, optical, microwave/RF, and digital solutions for R&D, manufacturing, installation, and maintenance applications, as well as multidimensional service assurance solutions for network monitoring and optimization. Anritsu also provides precision microwave/RF components, optical devices, and high-speed electrical devices for communication products and systems. The company develops advanced solutions for emerging and legacy wireline and wireless technologies used in commercial, private, military/aerospace, government, and other markets.

AUTOCRYPT to Showcase Award-Winning Cybersecurity Solutions at CES 2025

AUTOCRYPT, a global leader in automotive cybersecurity and testing solutions, has announced its participation in the 2025 Consumer Electronics Show (CES) in Las Vegas from January 7-10, 2025.

At the upcoming CES, AUTOCRYPT will unveil its latest advancements in automotive cybersecurity, with a focus on:

  1. Award-Winning Cybersecurity Testing Platform (CSTP): Recognized as a top innovator in the digital category of the 2024 CLEPA Innovation Awards, CSTP streamlines the automotive regulatory compliance process by enabling diverse security tests to be executed and managed on a single platform. Visitors can experience a live demo of this cutting-edge solution.
  2. Comprehensive In-Vehicle Systems Cybersecurity Solutions: Ensuring the safety of in-vehicle systems, AUTOCRYPT’s suite of solutions protects critical vehicle components from evolving threats.
  3. Secure Vehicle-to-Everything (V2X) Communication Solutions: AUTOCRYPT’s V2X security technologies safeguard data transmission between vehicles and infrastructure, enabling secure and reliable communication for the future of smart mobility.

“Kicking off 2025, AUTOCRYPT is excited to bring our award-winning Cybersecurity Testing Platform to the global stage at CES,” said Duksoo Kim, CEO of AUTOCRYPT. “As the automotive industry continues to embrace software, electrification, connectivity, and autonomous driving, our mission is to ensure that every aspect of the process is secure.”

This will be AUTOCRYPT’s second year exhibiting at the internationally acclaimed CES; the company’s presence underlines its commitment to innovation and leadership in securing the future of connected and autonomous mobility. Attendees are encouraged to stop by AUTOCRYPT’s booth (#3674) at Las Vegas Convention Center’s West Hall for live demonstrations and in-depth discussions with AUTOCRYPT’s team of security experts.

About Autocrypt Co., Ltd.

AUTOCRYPT is the industry leader in automotive cybersecurity and connected mobility technologies. The company specializes in the development and integration of security software and solutions for in-vehicle systems, V2X communications, Plug&Charge, and mobility platforms, paving the way towards a secure and reliable C-ITS ecosystem in the age of software-defined vehicles. AUTOCRYPT also provides consulting and testing services along with custom solutions for UN R155/156 and ISO/SAE 21434 compliance.

Infographic: 2024 Year in Review

This year has been a remarkable journey for AUTOCRYPT, filled with innovation, meaningful collaborations, and impactful achievements. We are incredibly grateful to our investors, partners, clients, readers, and visitors for your unwavering support in 2024!

As we prepare to step into 2025, we’re excited about the opportunities and challenges that lie ahead. Here’s to another year of growth, innovation, and success—together!

Merry Christmas and Happy New Year!

Below is a recap of AUTOCRYPT’s key milestones and accomplishments in 2024.

Infographic 2024 Year in Review Autocrypt

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(Accessibility version below)

New solutions

2024 has been the year of innovation and growth for AUTOCRYPT. We introduced 4 new groundbreaking solutions designed to address critical challenges in the automotive cybersecurity sector.

AutoCryptⓇ CSTP – Automotive cybersecurity testing platform for regulatory compliance

AutoCryptⓇ CLS – C-ITS local station for V2I communication

AutoCryptⓇ ASL – Adaptive security library for AUTOSAR platforms

AutoCryptⓇ RODAS – Remote driving assistance system for autonomous vehicles

Awards and certifications

This year, our efforts were recognized with several prestigious certifications and awards:

Designated as a Vehicle Type Approval Technical Service Provider for UN R155/156

Received Top Innovator Award at the 2024 CLEPA Innovation Awards

Partnerships

Collaboration fuels innovation, and this year, we forged impactful partnerships that strengthen our solutions and expand our reach:

VinCSS

Cohda Wireless

MicroNova

Bayanat

Emobi

Events

We participated in several impactful events, connecting with industry leaders and showcasing our innovations:

  1. CES 2024
  2. ITF Summit 2024
  3. VDI ELIV
  4. AutoTech Detroit 2024
  5. Automotive Testing Expo Europe
  6. International VDI Conference
  7. ITS World Congress Dubai
  8. Car Connectivity Consortium

and more…

Resources

This year, we published a range of resources to guide and inform our industry peers:

The Rise of Chinese Software-Defined Vehicles

UNECE Regulation 155: Key Vehicle Components to Focus on for Regulatory Compliance

Public Key Infrastructure: Use Cases in the Automotive Industry

Robotaxis in the Spotlight: Market Trends, Technology, and Disengagement Analysis