GPU as a Service Market Synopsis

GPU as a Service Market Size is Valued at USD 6.47 Billion in 2023 and is Projected to Reach USD 31.46 Billion by 2032, Growing at a CAGR of 39.23% From 2024-2032.

GPUaaS is a cloud-based solution that provides users with the ability to access and utilize graphics processing units (GPUs) for a range of computational purposes, including rendering, deep learning, and scientific computations, without requiring ownership of the corresponding physical hardware. Increasing demand for high-performance computing (HPC) capabilities, especially in sectors such as gaming, artificial intelligence (AI), and data analytics, propels this market. GPU-as-a-Service providers afford users adaptable pricing structures and scalable GPU resources, enabling them to effectively oversee their computational requirements. The market is comprised of prominent entities such as NVIDIA, Amazon Web Services (AWS), Google Cloud Platform, and Microsoft Azure, all of which are consistently striving to improve their GPUaaS offerings in order to meet the changing demands of customers.

• The GPU as a Service (GPUaaS) market is rapidly growing due to the increased adoption of high-performance computing (HPC) and AI solutions. The GPU is a crucial component for speeding up the calculations required in tasks like artificial intelligence, data processing, and numerical modeling. The increasing use of artificial intelligence and machine learning has resulted in a growth in the use of GPUaaS, as organizations look to build efficiencies through the use of these technologies.
• In addition, the increasing demand for cloud computing services in industries is driving the GPUaaS market, where cloud service providers deliver GPU instances to meet the requirements of HPC and AI computations. It is especially the case of industries like healthcare, finance, and automotive, where GPUaaS is employed for, inter alia, medical imaging, risk assessment, or autonomous driving. As the need for high performance computing increases, the GPUaaS market is set to grow even further, which will provide additional benefits for both parties.

GPU as a Service Market Trend Analysis

Accelerating Innovation, The Growing Demand for GPU as a Service (GPUaaS)

• The GPU as a Service (GPUaaS) market is in its growth phase and is expected to grow rapidly as more and more industries require high-performance computing (HPC). GPUs are essential for enhancing the performance of high computational processes including artificial intelligence (AI), machine learning (ML), data analysis, and scientific computing. As the application of AI and ML is on the rise, there is a need to find the best GPU that will help in the computations that are required for these technologies.
• Furthermore, the popularity of cloud technologies and the implementation of virtualization technologies are driving the GPUaaS market. Scalability of cloud-based GPUs and flexibility is another advantage because businesses do not have to invest in a powerful GPU but can rent them when necessary. This trend is expected to continue as more organizations will consider GPUaaS as a means through which to improve their computational power and foster innovation in their respective fields.

Seizing the Cloud, Exploring Opportunities in the GPU as a Service Market

• The GPU as a Service market is emerging at a high rate due to the growing requirements of high-performance computing and AI solutions in various fields. GPUs are vital for speeding up computations in industries like artificial intelligence and data science, research, and other computationally intensive applications, thus pushing the demand for agile and scalable GPUaaS solutions.
• Another opportunity that can be identified in the context of GPUaaS market is the increasing trend of utilizing cloud computing and virtualization. Cloud solutions have become popular due to the fact that many companies can benefit from it in terms of cost savings, flexibility, and availability. This is an opportunity that GPUaaS providers can take advantage of in that they can offer GPU as a service where customers can pay for the GPU resources they need at any given time and pay extra for the extra GPU resources that they may need at a certain time. Also, the increased availability of GPUs from key cloud players like AWS, MS Azure, and GCP is fueling the GPU as a service (GPUaaS) adoption and offers a large growth prospect for the providers in this segment.

GPU as a Service Market Segment Analysis:

GPU as a Service Market is Segmented on the basis of Product, Service Mode, Delivery Mode, Delivery Model, and By Application.

By Type, Software segment is expected to dominate the market during the forecast period

• In the GPU as a Service (GPUaaS) market, offerings are typically categorized into two main types: software and services for a company that provides software and services, this means that its business model is highly dependent on the continued adoption of new technologies.
• Software solutions available in the GPUaaS market include dedicated software suites for extracting the maximum value of GPU for particular tasks. These SW packages may contain libraries, frameworks, development tools that help developers to better create and run applications that utilize GPUs. Some of the examples of this type of software are NVIDIA CUDA, OpenCL and TensorFlow which are used in AI, Deep Learning, and Scientific Computing.
• On the other hand, services in the context of GPUaaS mean GPU resources rental on the basis of a fee per use or subscription. These services are often provided by cloud providers and data centers to their customers, so they do not have to buy the hardware for GPU. GPUaaS services are especially valuable for organizations that may have frequently changing GPU demands or those that do not want to commit to the capital expenses of procuring and maintaining GPU equipment.
• Combined, software and services in the GPUaaS market are vital to supporting organizations and help them leverage the power of GPUs across numerous applications that can help advance business and drive change across industries such as healthcare, finance, and automotive.

By Application, Gaming segment held the largest share in 2023

• In the gaming, the GPUs are very essential in the rendering of graphics and complicated simulations to produce a good game. GPUaaS benefits game developers and publishers in providing a flexible and scalable GPU infrastructure for creating games that can be played without requiring high-end hardware.
• In CAD/CAM software used in design and manufacturing industries, GPUs are applicable in 3D modeling and simulations. GPUaaS solutions help design professional to have computational power required for designing complex designs and visualizing the same to fast track the product development lifecycle.
• Currently, automotive manufacturing companies employ GPUs in the development of self-driving cars, auto-design modeling and simulations, and virtual car modeling. The GPUaaS providers make GPUs available to automotive companies to use in developing and testing of ADAS and algorithms for self-driving cars.
• Real estate firms employ GPUs in creating 3D rendering, virtual tours, as well as, AR. The use of GPUaaS makes it easy for real estate developers to create realistic virtual tours for property marketing, which in turn helps them capture the attention of potential customers and tenants.
• In healthcare, they use it for medical imaging, drug discovery, and genomic analysis. Many healthcare organizations can benefit from GPUaaS, as it gives them access to computing resources that are accelerated by GPUs, thus allowing them to process extensive amounts of medical data quickly.
• Apart from these industries, GPUaaS is applicable in other fields such as finance, education, and scientific sectors. Thus, the potential of GPUaaS to provide organizations across industries with easily adjustable and highly efficient GPU computing resources for their development and business processes can help them advance their goals and achieve success.

GPU as a Service Market Regional Insights:

Asia Pacific is Expected to Dominate the Market Over the Forecast period

• The Asia-Pacific GPU as a Service (GaaS) market is on an upward trend due to the growing use of cloud computing solutions and the increasing need for HPC in different sectors. There is an increase in the adoption of data-intensive applications like AI, machine learning and data analytics in countries such as China, Japan, India and South Korea where high-performance GPUs are used for data processing. Another factor that is driving the adoption of GaaS is the established manufacturing industry in the region with special focus on the electronics, automotive, and healthcare industries to manage simulation, modeling, and virtualization workloads. Furthermore, with the rise of digitalization across various sectors, the adoption of GaaS is on the rise in an effort to enhance the processes of app development and deployment.
• Furthermore, the Asia-Pacific market is experiencing the growth rate in terms of technological development and data center investments more than the other regions especially in China, Singapore, and India. This is further helping the growth of the GaaS market because data centers need GPUs for various computations. There are still some factors which can limit the market growth such as data security issues, regulatory compliance, and availability of professionals. In conclusion, the Asia-Pacific GaaS market is expected to experience rapid growth as more organizations in the region advance their digital transformation initiatives and demand efficient computing services for their operations.

Active Key Players in the GPU as a Service Market

• Advanced Micro Devices Inc. (USA)
• Alibaba Cloud (China)
• Amazon Web Services Inc. (AWS) (USA)
• ARM Holdings PLC (United Kingdom)
• Autodesk Inc. (USA)
• Dassault Systems Inc. (France)
• Fujitsu Ltd. (Japan)
• Google LLC (USA)
• IBM Corporation (USA)
• Imagination Technologies Ltd (United Kingdom)
• Intel Corporation (USA)
• Linode LLC (USA)
• Microsoft Corporation (USA)
• Nimbix Inc. (USA)
• NVIDIA Corporation (USA)
• Qualcomm Incorporated (USA)
• Qualcomm Technologies Inc. (USA)
• Samsung Electronics Co. Ltd. (South Korea)
• ScaleMatrix Holdings Inc. (USA)
• Siemens AG (Germany)
• Taiwan Semiconductor Manufacturing Company Ltd. (Taiwan)
• Others

Key Industry Developments in the GPU as a Service Market:

• In August 2022, AMAX, a leading manufacturer of turnkey rack-scale High Performance Computing (HPC) solutions, server appliances, and Deep Learning/AI applications, has outfitted its AceleMax X-122-Flex server solution with Intel's forthcoming Data Center GPU Flex Series (formerly Arctic Sound-M). This configuration enables the server to effectively manage complex and high-density workloads, including those associated with media delivery, cloud gaming, AI, and meetings.
• In July 2022, NeMo has been updated by NVIDIA to decrease the duration of the training process by 30%. Two game-changing technologies and a hyperparameter tool that scales and optimizes training data for use with any number of GPUs are included in these enhancements, which substantially accelerate and simplify model deployment. NVIDIA's AI platform is utilized for the training and deployment of LLMs, including BLOOM and MT-LNG. LLMs have emerged as a critical technology on a global scale, necessitating substantial financial investment, meticulous architectural planning, and an abundance of technical proficiency in their development.

1. INTRODUCTION
   1. RESEARCH OBJECTIVES
   2. RESEARCH METHODOLOGY
   3. RESEARCH PROCESS
   4. SCOPE AND COVERAGE
      1. Market Definition
      2. Key Questions Answered
   5. MARKET SEGMENTATION
2. EXECUTIVE SUMMARY
3. MARKET OVERVIEW
4. GROWTH OPPORTUNITIES BY SEGMENT
5. MARKET LANDSCAPE
   1. PORTER’S FIVE FORCES ANALYSIS
      1. Bargaining Power Of Supplier
      2. Threat Of New Entrants
      3. Threat Of Substitutes
      4. Competitive Rivalry
      5. Bargaining Power Among Buyers
   2. INDUSTRY VALUE CHAIN ANALYSIS
   3. MARKET DYNAMICS
      1. Drivers
      2. Restraints
      3. Opportunities
      4. Challenges
   4. MARKET TREND ANALYSIS
   5. REGULATORY LANDSCAPE
   6. PESTLE ANALYSIS
   7. PRICE TREND ANALYSIS
   8. PATENT ANALYSIS
   9. TECHNOLOGY EVALUATION
   10. MARKET IMPACT OF THE RUSSIA-UKRAINE WAR
       1. Geopolitical Market Disruptions
       2. Supply Chain Disruptions
       3. Instability in Emerging Markets
   11. ECOSYSTEM
6. GPU AS A SERVICE MARKET BY TYPE (2017-2032)
   1. GPU AS A SERVICE MARKET SNAPSHOT AND GROWTH ENGINE
   2. MARKET OVERVIEW
   3. SOFTWARE
      1. Introduction And Market Overview
      2. Historic And Forecasted Market Size in Value (2017 – 2032F)
      3. Historic And Forecasted Market Size in Volume (2017 – 2032F)
      4. Key Market Trends, Growth Factors And Opportunities
      5. Geographic Segmentation Analysis
   4. SERVICES
7. GPU AS A SERVICE MARKET BY SERVICE MODEL (2017-2032)
   1. GPU AS A SERVICE MARKET SNAPSHOT AND GROWTH ENGINE
   2. MARKET OVERVIEW
   3. SAAS
      1. Introduction And Market Overview
      2. Historic And Forecasted Market Size in Value (2017 – 2032F)
      3. Historic And Forecasted Market Size in Volume (2017 – 2032F)
      4. Key Market Trends, Growth Factors And Opportunities
      5. Geographic Segmentation Analysis
   4. IAAS
   5. PAAS
8. GPU AS A SERVICE MARKET BY DELIVERY MODEL (2017-2032)
   1. GPU AS A SERVICE MARKET SNAPSHOT AND GROWTH ENGINE
   2. MARKET OVERVIEW
   3. PUBLIC
      1. Introduction And Market Overview
      2. Historic And Forecasted Market Size in Value (2017 – 2032F)
      3. Historic And Forecasted Market Size in Volume (2017 – 2032F)
      4. Key Market Trends, Growth Factors And Opportunities
      5. Geographic Segmentation Analysis
   4. PRIVATE
   5. HYBRID
9. GPU AS A SERVICE MARKET BY APPLICATION (2017-2032)
   1. GPU AS A SERVICE MARKET SNAPSHOT AND GROWTH ENGINE
   2. MARKET OVERVIEW
   3. GAMING
      1. Introduction And Market Overview
      2. Historic And Forecasted Market Size in Value (2017 – 2032F)
      3. Historic And Forecasted Market Size in Volume (2017 – 2032F)
      4. Key Market Trends, Growth Factors And Opportunities
      5. Geographic Segmentation Analysis
   4. DESIGN AND MANUFACTURING
   5. AUTOMOTIVE
   6. REAL ESTATE
   7. HEALTHCARE
   8. OTHERS
10. COMPANY PROFILES AND COMPETITIVE ANALYSIS
    1. COMPETITIVE LANDSCAPE
       1. Competitive Positioning
       2. GPU as a Service Market Share By Manufacturer (2023)
       3. Industry BCG Matrix
       4. Heat Map Analysis
       5. Mergers & Acquisitions
    2. ADVANCED MICRO DEVICES INC. (USA)
       1. Company Overview
       2. Key Executives
       3. Company Snapshot
       4. Role of the Company in the Market
       5. Sustainability and Social Responsibility
       6. Operating Business Segments
       7. Product Portfolio
       8. Business Performance (Production Volume, Sales Volume, Sales Margin, Production Capacity, Capacity Utilization Rate)
       9. Key Strategic Moves And Recent Developments
       10. SWOT Analysis
    3. ALIBABA CLOUD (CHINA)
    4. AMAZON WEB SERVICES INC. (AWS) (USA)
    5. ARM HOLDINGS PLC (UNITED KINGDOM)
    6. AUTODESK INC. (USA)
    7. DASSAULT SYSTEMS INC. (FRANCE)
    8. FUJITSU LTD. (JAPAN)
    9. GOOGLE LLC (USA)
    10. IBM CORPORATION (USA)
    11. IMAGINATION TECHNOLOGIES LTD (UNITED KINGDOM)
    12. INTEL CORPORATION (USA)
    13. LINODE LLC (USA)
    14. MICROSOFT CORPORATION (USA)
    15. NIMBIX INC. (USA)
    16. NVIDIA CORPORATION (USA)
    17. QUALCOMM INCORPORATED (USA)
    18. QUALCOMM TECHNOLOGIES INC. (USA)
    19. SAMSUNG ELECTRONICS CO. LTD. (SOUTH KOREA)
    20. SCALEMATRIX HOLDINGS INC. (USA)
    21. SIEMENS AG (GERMANY)
    22. TAIWAN SEMICONDUCTOR MANUFACTURING COMPANY LTD. (TAIWAN)
11. GLOBAL GPU AS A SERVICE MARKET BY REGION
    1. OVERVIEW
    2. NORTH AMERICA
       1. Key Market Trends, Growth Factors And Opportunities
       2. Key Manufacturers
       3. Historic And Forecasted Market Size By Type
       4. Historic And Forecasted Market Size By Service Model
       5. Historic And Forecasted Market Size By Delivery Model
       6. Historic And Forecasted Market Size By Application
       7. Historic And Forecasted Market Size By Country
          1. USA
          2. Canada
          3. Mexico
    3. EASTERN EUROPE
       1. Key Market Trends, Growth Factors And Opportunities
       2. Key Manufacturers
       3. Historic And Forecasted Market Size By Segments
       4. Historic And Forecasted Market Size By Country
          1. Russia
          2. Bulgaria
          3. The Czech Republic
          4. Hungary
          5. Poland
          6. Romania
          7. Rest Of Eastern Europe
    4. WESTERN EUROPE
       1. Key Market Trends, Growth Factors And Opportunities
       2. Key Manufacturers
       3. Historic And Forecasted Market Size By Segments
       4. Historic And Forecasted Market Size By Country
          1. Germany
          2. United Kingdom
          3. France
          4. The Netherlands
          5. Italy
          6. Spain
          7. Rest Of Western Europe
    5. ASIA PACIFIC
       1. Key Market Trends, Growth Factors And Opportunities
       2. Key Manufacturers
       3. Historic And Forecasted Market Size By Segments
       4. Historic And Forecasted Market Size By Country
          1. China
          2. India
          3. Japan
          4. South Korea
          5. Malaysia
          6. Thailand
          7. Vietnam
          8. The Philippines
          9. Australia
          10. New-Zealand
          11. Rest Of APAC
    6. MIDDLE EAST & AFRICA
       1. Key Market Trends, Growth Factors And Opportunities
       2. Key Manufacturers
       3. Historic And Forecasted Market Size By Segments
       4. Historic And Forecasted Market Size By Country
          1. Turkey
          2. Bahrain
          3. Kuwait
          4. Saudi Arabia
          5. Qatar
          6. UAE
          7. Israel
          8. South Africa
    7. SOUTH AMERICA
       1. Key Market Trends, Growth Factors And Opportunities
       2. Key Manufacturers
       3. Historic And Forecasted Market Size By Segments
       4. Historic And Forecasted Market Size By Country
          1. Brazil
          2. Argentina
          3. Rest of South America
12. INVESTMENT ANALYSIS
13. ANALYST VIEWPOINT AND CONCLUSION
    1. Recommendations and Concluding Analysis
    2. Potential Market Strategies

LIST OF TABLES

TABLE 001. EXECUTIVE SUMMARY
TABLE 002. GPU AS A SERVICE MARKET BARGAINING POWER OF SUPPLIERS
TABLE 003. GPU AS A SERVICE MARKET BARGAINING POWER OF CUSTOMERS
TABLE 004. GPU AS A SERVICE MARKET COMPETITIVE RIVALRY
TABLE 005. GPU AS A SERVICE MARKET THREAT OF NEW ENTRANTS
TABLE 006. GPU AS A SERVICE MARKET THREAT OF SUBSTITUTES
TABLE 007. GPU AS A SERVICE MARKET BY PRODUCT
TABLE 008. SOFTWARE MARKET OVERVIEW (2016-2028)
TABLE 009. SERVICES MARKET OVERVIEW (2016-2028)
TABLE 010. GPU AS A SERVICE MARKET BY SERVICE MODEL
TABLE 011. SAAS MARKET OVERVIEW (2016-2028)
TABLE 012. IAAS MARKET OVERVIEW (2016-2028)
TABLE 013. PAAS MARKET OVERVIEW (2016-2028)
TABLE 014. GPU AS A SERVICE MARKET BY DELIVERY MODEL
TABLE 015. PUBLIC MARKET OVERVIEW (2016-2028)
TABLE 016. PRIVATE MARKET OVERVIEW (2016-2028)
TABLE 017. HYBRID MARKET OVERVIEW (2016-2028)
TABLE 018. GPU AS A SERVICE MARKET BY APPLICATION
TABLE 019. GAMING MARKET OVERVIEW (2016-2028)
TABLE 020. DESIGN AND MANUFACTURING MARKET OVERVIEW (2016-2028)
TABLE 021. AUTOMOTIVE MARKET OVERVIEW (2016-2028)
TABLE 022. REAL ESTATE MARKET OVERVIEW (2016-2028)
TABLE 023. HEALTHCARE MARKET OVERVIEW (2016-2028)
TABLE 024. OTHERS MARKET OVERVIEW (2016-2028)
TABLE 025. NORTH AMERICA GPU AS A SERVICE MARKET, BY PRODUCT (2016-2028)
TABLE 026. NORTH AMERICA GPU AS A SERVICE MARKET, BY SERVICE MODEL (2016-2028)
TABLE 027. NORTH AMERICA GPU AS A SERVICE MARKET, BY DELIVERY MODEL (2016-2028)
TABLE 028. NORTH AMERICA GPU AS A SERVICE MARKET, BY APPLICATION (2016-2028)
TABLE 029. N GPU AS A SERVICE MARKET, BY COUNTRY (2016-2028)
TABLE 030. EUROPE GPU AS A SERVICE MARKET, BY PRODUCT (2016-2028)
TABLE 031. EUROPE GPU AS A SERVICE MARKET, BY SERVICE MODEL (2016-2028)
TABLE 032. EUROPE GPU AS A SERVICE MARKET, BY DELIVERY MODEL (2016-2028)
TABLE 033. EUROPE GPU AS A SERVICE MARKET, BY APPLICATION (2016-2028)
TABLE 034. GPU AS A SERVICE MARKET, BY COUNTRY (2016-2028)
TABLE 035. ASIA PACIFIC GPU AS A SERVICE MARKET, BY PRODUCT (2016-2028)
TABLE 036. ASIA PACIFIC GPU AS A SERVICE MARKET, BY SERVICE MODEL (2016-2028)
TABLE 037. ASIA PACIFIC GPU AS A SERVICE MARKET, BY DELIVERY MODEL (2016-2028)
TABLE 038. ASIA PACIFIC GPU AS A SERVICE MARKET, BY APPLICATION (2016-2028)
TABLE 039. GPU AS A SERVICE MARKET, BY COUNTRY (2016-2028)
TABLE 040. MIDDLE EAST & AFRICA GPU AS A SERVICE MARKET, BY PRODUCT (2016-2028)
TABLE 041. MIDDLE EAST & AFRICA GPU AS A SERVICE MARKET, BY SERVICE MODEL (2016-2028)
TABLE 042. MIDDLE EAST & AFRICA GPU AS A SERVICE MARKET, BY DELIVERY MODEL (2016-2028)
TABLE 043. MIDDLE EAST & AFRICA GPU AS A SERVICE MARKET, BY APPLICATION (2016-2028)
TABLE 044. GPU AS A SERVICE MARKET, BY COUNTRY (2016-2028)
TABLE 045. SOUTH AMERICA GPU AS A SERVICE MARKET, BY PRODUCT (2016-2028)
TABLE 046. SOUTH AMERICA GPU AS A SERVICE MARKET, BY SERVICE MODEL (2016-2028)
TABLE 047. SOUTH AMERICA GPU AS A SERVICE MARKET, BY DELIVERY MODEL (2016-2028)
TABLE 048. SOUTH AMERICA GPU AS A SERVICE MARKET, BY APPLICATION (2016-2028)
TABLE 049. GPU AS A SERVICE MARKET, BY COUNTRY (2016-2028)
TABLE 050. GOOGLE LLC: SNAPSHOT
TABLE 051. GOOGLE LLC: BUSINESS PERFORMANCE
TABLE 052. GOOGLE LLC: PRODUCT PORTFOLIO
TABLE 053. GOOGLE LLC: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 053. LINODE LLC: SNAPSHOT
TABLE 054. LINODE LLC: BUSINESS PERFORMANCE
TABLE 055. LINODE LLC: PRODUCT PORTFOLIO
TABLE 056. LINODE LLC: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 056. IBM CORPORATION: SNAPSHOT
TABLE 057. IBM CORPORATION: BUSINESS PERFORMANCE
TABLE 058. IBM CORPORATION: PRODUCT PORTFOLIO
TABLE 059. IBM CORPORATION: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 059. MICROSOFT CORPORATION: SNAPSHOT
TABLE 060. MICROSOFT CORPORATION: BUSINESS PERFORMANCE
TABLE 061. MICROSOFT CORPORATION: PRODUCT PORTFOLIO
TABLE 062. MICROSOFT CORPORATION: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 062. ADVANCED MICRO DEVICES INC.: SNAPSHOT
TABLE 063. ADVANCED MICRO DEVICES INC.: BUSINESS PERFORMANCE
TABLE 064. ADVANCED MICRO DEVICES INC.: PRODUCT PORTFOLIO
TABLE 065. ADVANCED MICRO DEVICES INC.: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 065. ALIBABA CLOUD: SNAPSHOT
TABLE 066. ALIBABA CLOUD: BUSINESS PERFORMANCE
TABLE 067. ALIBABA CLOUD: PRODUCT PORTFOLIO
TABLE 068. ALIBABA CLOUD: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 068. AMAZON WEB SERVICES INC. (AWS): SNAPSHOT
TABLE 069. AMAZON WEB SERVICES INC. (AWS): BUSINESS PERFORMANCE
TABLE 070. AMAZON WEB SERVICES INC. (AWS): PRODUCT PORTFOLIO
TABLE 071. AMAZON WEB SERVICES INC. (AWS): KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 071. AUTODESK INC.: SNAPSHOT
TABLE 072. AUTODESK INC.: BUSINESS PERFORMANCE
TABLE 073. AUTODESK INC.: PRODUCT PORTFOLIO
TABLE 074. AUTODESK INC.: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 074. DASSAULT SYSTEMS INC.: SNAPSHOT
TABLE 075. DASSAULT SYSTEMS INC.: BUSINESS PERFORMANCE
TABLE 076. DASSAULT SYSTEMS INC.: PRODUCT PORTFOLIO
TABLE 077. DASSAULT SYSTEMS INC.: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 077. NIMBIX INC.: SNAPSHOT
TABLE 078. NIMBIX INC.: BUSINESS PERFORMANCE
TABLE 079. NIMBIX INC.: PRODUCT PORTFOLIO
TABLE 080. NIMBIX INC.: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 080. QUALCOMM TECHNOLOGIES INC.: SNAPSHOT
TABLE 081. QUALCOMM TECHNOLOGIES INC.: BUSINESS PERFORMANCE
TABLE 082. QUALCOMM TECHNOLOGIES INC.: PRODUCT PORTFOLIO
TABLE 083. QUALCOMM TECHNOLOGIES INC.: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 083. SCALEMATRIX HOLDINGS INC.: SNAPSHOT
TABLE 084. SCALEMATRIX HOLDINGS INC.: BUSINESS PERFORMANCE
TABLE 085. SCALEMATRIX HOLDINGS INC.: PRODUCT PORTFOLIO
TABLE 086. SCALEMATRIX HOLDINGS INC.: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 086. SIEMENS AG: SNAPSHOT
TABLE 087. SIEMENS AG: BUSINESS PERFORMANCE
TABLE 088. SIEMENS AG: PRODUCT PORTFOLIO
TABLE 089. SIEMENS AG: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 089. NVIDIA CORPORATION: SNAPSHOT
TABLE 090. NVIDIA CORPORATION: BUSINESS PERFORMANCE
TABLE 091. NVIDIA CORPORATION: PRODUCT PORTFOLIO
TABLE 092. NVIDIA CORPORATION: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 092. INTEL CORPORATION: SNAPSHOT
TABLE 093. INTEL CORPORATION: BUSINESS PERFORMANCE
TABLE 094. INTEL CORPORATION: PRODUCT PORTFOLIO
TABLE 095. INTEL CORPORATION: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 095. QUALCOMM INCORPORATED: SNAPSHOT
TABLE 096. QUALCOMM INCORPORATED: BUSINESS PERFORMANCE
TABLE 097. QUALCOMM INCORPORATED: PRODUCT PORTFOLIO
TABLE 098. QUALCOMM INCORPORATED: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 098. FUJITSU LTD.: SNAPSHOT
TABLE 099. FUJITSU LTD.: BUSINESS PERFORMANCE
TABLE 100. FUJITSU LTD.: PRODUCT PORTFOLIO
TABLE 101. FUJITSU LTD.: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 101. ARM HOLDINGS PLC: SNAPSHOT
TABLE 102. ARM HOLDINGS PLC: BUSINESS PERFORMANCE
TABLE 103. ARM HOLDINGS PLC: PRODUCT PORTFOLIO
TABLE 104. ARM HOLDINGS PLC: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 104. SAMSUNG ELECTRONICS CO. LTD.: SNAPSHOT
TABLE 105. SAMSUNG ELECTRONICS CO. LTD.: BUSINESS PERFORMANCE
TABLE 106. SAMSUNG ELECTRONICS CO. LTD.: PRODUCT PORTFOLIO
TABLE 107. SAMSUNG ELECTRONICS CO. LTD.: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 107. TAIWAN SEMICONDUCTOR MANUFACTURING COMPANY LTD.: SNAPSHOT
TABLE 108. TAIWAN SEMICONDUCTOR MANUFACTURING COMPANY LTD.: BUSINESS PERFORMANCE
TABLE 109. TAIWAN SEMICONDUCTOR MANUFACTURING COMPANY LTD.: PRODUCT PORTFOLIO
TABLE 110. TAIWAN SEMICONDUCTOR MANUFACTURING COMPANY LTD.: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 110. IMAGINATION TECHNOLOGIES LTD.: SNAPSHOT
TABLE 111. IMAGINATION TECHNOLOGIES LTD.: BUSINESS PERFORMANCE
TABLE 112. IMAGINATION TECHNOLOGIES LTD.: PRODUCT PORTFOLIO
TABLE 113. IMAGINATION TECHNOLOGIES LTD.: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 113. OTHER MAJOR PLAYERS: SNAPSHOT
TABLE 114. OTHER MAJOR PLAYERS: BUSINESS PERFORMANCE
TABLE 115. OTHER MAJOR PLAYERS: PRODUCT PORTFOLIO
TABLE 116. OTHER MAJOR PLAYERS: KEY STRATEGIC MOVES AND DEVELOPMENTS

LIST OF FIGURES

FIGURE 001. YEARS CONSIDERED FOR ANALYSIS
FIGURE 002. SCOPE OF THE STUDY
FIGURE 003. GPU AS A SERVICE MARKET OVERVIEW BY REGIONS
FIGURE 004. PORTER'S FIVE FORCES ANALYSIS
FIGURE 005. BARGAINING POWER OF SUPPLIERS
FIGURE 006. COMPETITIVE RIVALRYFIGURE 007. THREAT OF NEW ENTRANTS
FIGURE 008. THREAT OF SUBSTITUTES
FIGURE 009. VALUE CHAIN ANALYSIS
FIGURE 010. PESTLE ANALYSIS
FIGURE 011. GPU AS A SERVICE MARKET OVERVIEW BY PRODUCT
FIGURE 012. SOFTWARE MARKET OVERVIEW (2016-2028)
FIGURE 013. SERVICES MARKET OVERVIEW (2016-2028)
FIGURE 014. GPU AS A SERVICE MARKET OVERVIEW BY SERVICE MODEL
FIGURE 015. SAAS MARKET OVERVIEW (2016-2028)
FIGURE 016. IAAS MARKET OVERVIEW (2016-2028)
FIGURE 017. PAAS MARKET OVERVIEW (2016-2028)
FIGURE 018. GPU AS A SERVICE MARKET OVERVIEW BY DELIVERY MODEL
FIGURE 019. PUBLIC MARKET OVERVIEW (2016-2028)
FIGURE 020. PRIVATE MARKET OVERVIEW (2016-2028)
FIGURE 021. HYBRID MARKET OVERVIEW (2016-2028)
FIGURE 022. GPU AS A SERVICE MARKET OVERVIEW BY APPLICATION
FIGURE 023. GAMING MARKET OVERVIEW (2016-2028)
FIGURE 024. DESIGN AND MANUFACTURING MARKET OVERVIEW (2016-2028)
FIGURE 025. AUTOMOTIVE MARKET OVERVIEW (2016-2028)
FIGURE 026. REAL ESTATE MARKET OVERVIEW (2016-2028)
FIGURE 027. HEALTHCARE MARKET OVERVIEW (2016-2028)
FIGURE 028. OTHERS MARKET OVERVIEW (2016-2028)
FIGURE 029. NORTH AMERICA GPU AS A SERVICE MARKET OVERVIEW BY COUNTRY (2016-2028)
FIGURE 030. EUROPE GPU AS A SERVICE MARKET OVERVIEW BY COUNTRY (2016-2028)
FIGURE 031. ASIA PACIFIC GPU AS A SERVICE MARKET OVERVIEW BY COUNTRY (2016-2028)
FIGURE 032. MIDDLE EAST & AFRICA GPU AS A SERVICE MARKET OVERVIEW BY COUNTRY (2016-2028)
FIGURE 033. SOUTH AMERICA GPU AS A SERVICE MARKET OVERVIEW BY COUNTRY (2016-2028)