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China Automotive Software Business Models and Suppliers’ Layout Research Report 2023 – Introduction of Large AI Models into Vehicles has Become a Main Trend

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DUBLIN, Feb. 15, 2024 /PRNewswire/ — The “Automotive Software Business Models and Suppliers’ Layout Research Report, 2023” report has been added to ResearchAndMarkets.com’s offering.

From the layout of automotive software products and solutions, it can be seen that intelligent vehicle software business models include IP, solutions and technical services, which are mainly charged in the forms of non-recurring engineering (NRE), software licensing and royalty.

In terms of business forms, software providers are now engaged in custom software development and design, technical services, software licensing/authorization and system integration. Business forms differ slightly in charging modes.

In the megatrend for software-defined vehicles, automotive electronic/electrical architecture has evolved from the distributed to the centralized. Automakers have intention of full-stack self-development and evolution. However, due to multiple factors such as software technology teams, only a few emerging carmakers or well-funded automakers have made it. Most of the rest still make layout by cooperating with suppliers. The model of “independent R&D (independent and controllable) + in-depth cooperation with suppliers” has now become the main way of making software layout for automakers.

In the trend for software and hardware decoupling, customers are no longer satisfied with purchasing sensors, software and hardware products provided by suppliers, but tend to choose software or hardware solutions that are compatible with products from competitors.

To follow this trend, providers work to make layout. For example, in August 2023 Bosch introduced video-perception software as a standalone product, which can be used on diverse SoCs (systems on chips). This gives automakers maximum flexibility. The image data captured by several sensors, such as the new Bosch camera heads, are processed by Bosch software and made available for advanced driver assistance functions relating to driving and parking.

Bosch’s software and hardware separation solution can provide customers with diversified solutions in various fields, including separate hardware, software or software and hardware integrated system. It also supports customers to build application layers on this basis and offers a variety of combination solutions.

In the trend of EEA, OEMs speed up vehicle OS layout, the solutions of software suppliers become more systematic, and multi-party cooperation accelerates mass production.

In the context of cross-domain fusion, the intelligent vehicle industry requires a vehicle OS to simultaneously support cockpit, intelligent driving, vehicle control and other systems. All vehicle functional domains however have not yet been fully connected, and globally there is no intelligent vehicle operating system that can be directly applied for a long time.

In the past several years, many automakers such as Toyota, Volkswagen, Mercedes-Benz, NIO, and Hongqi have enhanced their deployment in vehicle operating systems. Based on their technology R&D strength, product development requirements and relationships with suppliers, OEMs deploy vehicle OS in three modes: independent R&D, independent R&D + in-depth R&D cooperation, and direct outsourcing. At present, the vehicle OS layout mode is moving from independent R&D to independent R&D + in-depth R&D cooperation.

Given vehicle intelligence and the need for new automotive business models, in 2019 Volkswagen announced VW.OS, a vehicle operating system which was independently developed by its software company CARIAD. However, the progress has been slow due to multiple factors.

In the past two years, Volkswagen has been more open to cooperation, and completely changed the direction of ‘fully independent R&D’. Outside the Chinese market, Volkswagen vigorously enhances cooperation on software and autonomous driving, and has partnered with Qualcomm, Bosch, Mobileye, Apple, Google and so on.

In the Chinese market, Volkswagen has established joint ventures with Horizon Robotics and ThunderSoft to produce exclusive software products for China. In May 2023, CARIAD’s supervisory board approved the company’s comprehensive adjustment plan. In addition to large-scale personnel adjustment, it also highlights reforms, for example, closer technical cooperation with powerful technology companies, and new leadership and team models.

In February 2023, Mercedes-Benz detailed its plans as the architect of its own operating system MB.OS. Mercedes-Benz plans to adopt a layout mode of “independent R&D + R&D cooperation with suppliers”. It has three software development modes for MB.OS. In the figure below, the gray part indicates Mercedes-Benz’s in-house development of interior and data security software; the blue part means Mercedes-Benz’s development of AUTOSAR with its supplier Vector; the purple part refers to the computer underlying software and system for integration with third-party applications. MB.OS was expected to be officially launched on market in 2025.

In September 2023, NIO released SkyOS, a full-stack self-developed operating system for intelligent electric vehicles. As the underlying operating system, SkyOS establishes an all-round, three-dimensional technology system for vehicle R&D, allowing various devices to be organically integrated for efficient cooperation. SkyOS boasts a ‘1+4+N’ technology cluster, covering multiple fields from vehicle control, intelligent driving and cockpit to mobile Internet. It has become a leading intelligent digital technology base in all aspects.

Facing the lucrative vehicle OS market, software providers have aggressively changed their strategies and introduced corresponding development products and solutions, such as ArcherMind’s Fusion OS, KOTEI’s KCar-OS and ETAS’s end-to-end OS. To meet the customization demand from OEMs, software development teams of suppliers are ideal partners for customers, as they can cooperate with customers in research and development, and help customers develop products quickly to shorten the time to market.

In terms of business model, in the short term, in addition to licensing fees charged for software tools, vehicle OS will still mainly charge custom development fees. In the future, the profitability of OEMs will shift from only vehicle sales to application software and service upgrades. The business model between OEMs and vehicle OS providers is not just a one-off deal in currant stage, and charging models such as SaaS, mass production sharing or open source subscription services may emerge.

The pace of vehicle application and mass production of GPT quickens, especially in the human-computer interaction field.

Since its launch in November 2022, Chat GPT has gone viral around the world. Its excellent human-like dialogue learning capability and highly intelligent tool attributes cause a disruption to the information society. Because foundation models can be quickly integrated with the original knowledge system of the automotive industry to build more scenario-based modules, they have cutting-edge technical advantages in the fields of intelligent driving and intelligent cockpit.

The introduction of large AI models into vehicles has become a main trend this year. OEMs try hard to build large AI models in three ways:

First, they start from the underlying layer, and develop and build by themselves;Second, they build the application layer on the underlying layer built by platform-level companies;

Third, they directly build in some foundation model.

Li Auto’s independent R&D model: At the 2023 Li Auto Family Technology Day Conference, Li Auto released Mind GPT, its self-developed model which not only controls the car, but also performs functions such as storytelling, children’s encyclopedia creation, trip planning, intelligent diagnosis, and complex task understanding. In the process of foundation model training, Li Auto finally chose to fully self-develop foundation models after considering solutions of many suppliers.

The spatial algorithm team of Li Auto builds a data platform and training platform based on foundation model training, and uses a ‘controller unit model’ to connect external capabilities to make up for the model’s deficiencies in some aspects. Starting from the bottom layer, the team builds up the whole structure of Mind GPT, applies the technology and capabilities to actual scenarios, and makes differentiated innovations through iteration, in a bid to continuously improve the product strength and competitiveness of Mind GPT.

Mercedes-Benz adopts ChatGPT direct supply mode: In June 2023, Mercedes-Benz launched a three-month ChatGPT test program in the United States. Customers can participate via the Mercedes me App or directly from the vehicle using the voice command “Hey Mercedes, I want to join the beta program”, and then the MBUX Voice Assistant’s Hey Mercedes will automatically connect to ChatGPT. Mercedes-Benz is integrating ChatGPT through Azure OpenAI Service, leveraging the enterprise-grade capabilities of Microsoft’s cloud and AI platform. With ChatGPT in preview in Azure OpenAI Service, developers can integrate custom AI-powered experiences directly into their own applications.

Via Microsoft’s Azure OpenAI Service customers can begin using ChatGPT today. It is priced at USD0.002/1,000 tokens and billing for all ChatGPT usage begins March 13, 2023.

iFlytek Spark landed on EXEED STERRA ES, involving a joint development and custom model: In August 2023, Chery released STERRA ES, the first model equipped with iFlytek Spark, a cognitive foundation model of iFlytek. Based on Chery’s ‘LION AI’ foundation model platform and iFlytek Spark, EXEED STERRA ES brings better cockpit interaction capabilities.

Chery and iFlytek give full play to the key benefits of the foundation model in an AI voice assistant through cross-border integration and deep link of technologies. Driven by 6 major technologies, including cross-business scenarios, deep semantic understanding, multi-round interaction, learning evolution, real-time update & loading and multiple styles, the foundation model solves the three major enduring problems for users in current human-computer interaction, namely, single conversation style, separation of chats and skills, and lack of cross-scenario business, and finally realizes five core application scenarios, becoming a vehicle function instructor, an empathic partner, a knowledge encyclopedia, a travel manager and a health consultant. The two parties cooperate to deeply integrate the functions of the foundation model, jointly develop and customize it, and quickly install it on vehicles.

Moreover as the application of large AI models in vehicles speeds up, suppliers also create the foundation model pre-integrated supply mode. For example, Continental announced a partnership with Google Cloud during its press conference at the IAA MOBILITY 2023. Together, the two companies are equipping cars with generative Artificial Intelligence (AI), and they expect a fast time to market – from order receipt to production and delivery in 18 months.

For more information about this report visit https://www.researchandmarkets.com/r/2o8aen

About ResearchAndMarkets.com

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TS Imagine Expands Integration with Trumid’s Fixed-Income Trading Platform

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Adds Access to Trumid RFQ Automation
and Trumid Full Self Trading (FST™)

NEW YORK, July 23, 2026 /PRNewswire/ — TS Imagine, a leading global cross-asset provider of trading, portfolio, risk management and prime brokerage solutions, announced an expanded workflow integration with Trumid, a financial technology company and leading fixed income electronic trading platform.

The enhanced integration provides TS Imagine clients with broader access to Trumid’s electronic trading ecosystem, including its list-based workflows—Trumid RFQ and Portfolio Trading (PT)—while expanding RFQ automation and cross-protocol capabilities. Clients can now access:

Trumid’s RFQ network, enabling automated workflows through RFQ Auto-Submit via Trumid AutoPilot™ for RFQ, along with API-driven executionHeadless RFQ responder, initiator, and voice inquiry workflows Trumid Full Self Trading (FST™), Trumid’s automated cross-protocol execution capability connecting liquidity and execution opportunities across Trumid RFQ and Swarms, with expansion to Trumid Attributed Trading (firm dealer streams) planned for H2 2026. 

TS Imagine first integrated with Trumid in 2020, including support for Trumid’s Fair Value Model Price (FVMP™) predictive pricing model for corporate bonds.

Alexis Sainte Marie, Fixed Income Product, TS Imagine, said:

“Our expanded relationship with Trumid is an important step for TS Imagine clients seeking greater access to liquidity and workflow automation. We’ve particularly seen significant growth in areas like portfolio trading and RFQ and will continue to work closely with the Trumid team to enhance trading opportunities for our customers.”

Jason Quinn, Chief Product Officer & Global Head of Sales at Trumid, said: 

“Our mutual clients continue to benefit from the integration with TS Imagine, particularly as adoption of Trumid’s list-based workflows continues to accelerate. As clients increasingly engage across multiple Trumid trading protocols, we see additional opportunities to expand our relationship and deliver even greater value for our mutual clients.”

Trumid’s list protocols continued to deliver strong growth during Q2 2026. Trumid RFQ Average Daily Volume (ADV) increased 122% year-over-year, while automated trade volumes executed through Trumid AutoPilot™ for RFQ more than doubled. Trumid PT volume rose approximately 40% year-over-year, with the protocol recording its highest quarterly ADV alongside all-time highs in buy-side participation and lists traded. 

About TS Imagine 

TS Imagine delivers a best-in-class SaaS platform for integrated electronic front-office trading, portfolio management, prime brokerage, and financial risk management. Our global team of technologists continuously develops software and deploys new technologies that empower financial institutions to outperform markets and manage risk in real time. Many of the world’s leading financial institutions trust TS Imagine’s platform to manage their risk exposure and make better trading decisions across derivatives, equities and fixed income, cutting complexity and driving efficiencies.

About Trumid

Trumid is a financial technology company and fixed income electronic trading platform focused on US dollar-denominated Investment Grade, High Yield, Distressed, and Emerging Market bonds. Trumid optimizes the credit trading experience by combining agile technology and market expertise, with a focus on product design. The result is a differentiated ecosystem of protocols and trading solutions delivered within one intuitive platform. Learn more at www.trumid.com.

MEDIA CONTACTS

Greentarget for TS Imagine
tsimagine@greentarget.co.uk

Trumid Press
+1 (212) 618-0300
press@trumid.com

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Passage Preparation Wins 2026 CODiE Award for Best Professional Learning Platform

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CHARLOTTESVILLE, Va., July 23, 2026 /PRNewswire/ — Passage Preparation™, a division of K12 Coalition, has been named a 2026 CODiE Award Winner in the category Best Professional Learning Platform.

The CODiE Awards recognize the most innovative products, platforms and services across technology and education. Winners are selected through a rigorous evaluation process led by independent industry experts who assess each solution based on innovation, functionality, market impact, and overall value.

Selected from 228 finalists across 75 categories, the 2026 CODiE Award winners represent the solutions setting new standards for excellence and innovation.

“We are honored to receive this recognition from the CODiE Awards,” said Nathan Estel, Managing Director of Passage Preparation. “This award reflects our team’s commitment to helping aspiring educators build the knowledge, confidence, and instructional expertise they need to succeed on their licensure exams. We remain dedicated to strengthening the educator pipeline through innovative learning experiences that prepare great teachers for the classroom.”

As schools across the country face persistent teacher shortages, Passage Preparation is helping accelerate the path from aspiring educator to licensed classroom teacher. The platform provides comprehensive licensure exam preparation tailored to state certification requirements and subject areas, ensuring candidates focus on the content most relevant to their certification pathway. Developed by experienced teachers and teacher educators, every course is aligned with both licensure standards and evidence-based instructional practices, equipping candidates with the skills they need to succeed on certification exams and in the classroom.

Unlike traditional test-preparation programs that emphasize memorization and test-taking strategies, Passage Preparation builds lasting content knowledge and teaching proficiency through engaging, interactive learning experiences. Candidates benefit from diagnostic assessments that identify strengths and areas for improvement, detailed progress reporting, practice assessments, and personalized study plans. Flexible self-paced learning is complemented by live virtual cohorts that provide instructor guidance, peer collaboration, and accountability, creating a supportive professional learning community for busy educators.

Designed with accessibility and flexibility in mind, Passage Preparation includes tools such as Immersive Reader, offering real-time translation in more than 100 languages, text-to-speech functionality, customizable display settings, and other features that support diverse learning needs. The platform has consistently helped improve certification exam pass rates, enabling many candidates to earn licensure on their first attempt, saving valuable time and costs. By preparing more educators to enter the profession successfully, Passage Preparation helps districts fill critical teaching positions faster and strengthens the educator workforce nationwide.

“The 2026 CODiE Award winners represent some of the most innovative and impactful solutions in the industry,” said Jennifer Baranowski, President of the CODiE Awards. “These organizations are solving meaningful challenges, delivering measurable outcomes, and helping shape the future of technology.”

A complete list of 2026 CODiE Award winners is available at https://codieawards.com/winners.

About K12 Coalition 

K12 Coalition is a collective of specialized education products and services with a common mission to provide a great education for every student in every classroom every day. The company offers deep expertise in solving five macro K-12 education challenges: teacher certification, professional learning, literacy and math curriculum, accelerated student learning through summer school, and district support, including strategic planning and consulting. Learn more at k12coalition.com.

About Passage Preparation

Passage Preparation specializes in providing comprehensive licensure assessment preparation resources designed to bolster teacher confidence and proficiency. These learning resources equip licensure candidates with the knowledge necessary for success on exams and instill in them best teaching practices using methodologies thoughtfully curated to be engaging and aligned precisely with the content covered on the licensure exams. Passage Preparation is part of K12 Coalition, a certified B Corporation helping schools and teachers thrive nationwide.

Media Contact:
Alex Fairchild
K12Coalition@finnpartners.com 

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Knox Systems Partners with Microsoft to Accelerate Secure Government Access to Commercial Innovation on Microsoft Azure

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Strategic collaboration helps software companies bring cutting-edge commercial technology to the U.S. Government faster through Microsoft Azure Government Cloud

NEW YORK and WASHINGTON, July 23, 2026 /PRNewswire/ — Knox Systems (Knox), the largest, longest-running federal managed cloud, today announced a collaboration with Microsoft to help commercial software companies deploy secure, mission-ready solutions on Microsoft Azure Government Cloud for U.S. Government customers.

As demand for modern AI, cybersecurity, data, and enterprise software continues to grow across the public sector, the partnership is designed to reduce the barriers that have historically prevented government agencies from accessing the same technologies already transforming the commercial market.

Knox enables software providers to achieve production-ready federal cloud environments in as little as 90 days through its pre-authorized Federal Managed Cloud. By inheriting a substantial portion of required security controls, companies can reduce the time, effort, cost, and compliance burden associated with deploying compliant government cloud solutions. Combined with Microsoft Azure’s trusted government cloud platform, the collaboration provides an accelerated path for innovative software companies seeking to serve federal civilian and defense customers.

“America’s greatest technology companies shouldn’t spend years navigating compliance before they can help solve government missions,” said Irina Denisenko, CEO of Knox Systems. “Microsoft has built one of the world’s most trusted cloud platforms for government. Knox removes the operational barriers that can keep innovative software companies from deploying secure, compliant solutions on Azure Government. Together, we’re making it dramatically faster for agencies to access the technologies they need, securely, compliantly, and at mission speed.”

The collaboration strengthens Microsoft’s ecosystem for independent software vendors (ISVs) pursuing government opportunities while expanding the pathway for AI-native, cybersecurity, enterprise software, and critical infrastructure companies to bring production workloads to Azure.

“Microsoft is committed to helping software companies innovate for government while meeting the highest standards for security and compliance,” said Jamie Harper, VP, Defense Industrial Base, Microsoft. “Our collaboration with Knox provides organizations with an accelerated path to deploy innovative solutions on Microsoft Azure Government Cloud, helping government agencies gain faster access to the technologies that support critical missions.”

Knox currently operates one of the industry’s largest FedRAMP-authorized managed cloud environments, supporting more than 70 software companies and maintaining 16 US Federal and Department of War Authorizations to Operate (ATOs). Customers including Adobe, Armis, Celonis, BigID, and other leading software providers rely on Knox to bring commercial innovation to government faster while maintaining rigorous security standards.

As AI adoption accelerates across government, the partnership reflects a shared commitment to ensuring agencies can securely leverage the same cutting-edge technologies already powering the commercial economy.

About Knox Systems

Knox Systems operates the largest managed federal cloud, trusted by top agencies and partners across defense and civilian sectors. Built for speed, resilience, and compliance, Knox delivers FedRAMP authorization in 90 days – turning the biggest bottleneck in government IT into the fastest path to modernization. Knox proudly serves Adobe, Celonis, OutSystems, Armis, BigID, and more AI and SaaS providers, accelerating secure innovation across the federal landscape. Learn more at knoxsystems.com.

Media Contact:
knox@w2comm.com

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SOURCE Knox Systems, Inc

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