AI inference Market - Global Forecast To 2030
商品番号 : SMB-74047
| 出版社 | MarketsandMarkets |
| 出版年月 | 2025年2月 |
| ページ数 | 366 |
| 図表数 | 407 |
| 価格タイプ | シングルユーザライセンス |
| 価格 | USD 4,950 |
| 種別 | 英文調査報告書 |
Report Overview
The AI Inference market is expected to be worth USD 106.15 billion in 2025 and is estimated to reach USD 254.98 billion by 2030, growing at a CAGR of 19.2% between 2025 and 2030. The AI inference market is being driven by the exponential increase in data generation, fueled by the widespread use of connected devices, social media platforms, and digital transformation initiatives.
AI推論市場は、2025 年に 1,061.5 億米ドルに達すると予想され、2030 年までに 2,549.8 億米ドルに達すると推定されており、2025 年から 2030 年の間に 19.2% の CAGR で成長します。AI推論市場は、接続デバイス、ソーシャルメディア プラットフォーム、デジタルトランスフォーメーションイニシアチブの広範な使用によって促進されたデータ生成の指数関数的な増加によって推進されています。
This massive influx of data necessitates efficient inference systems to extract meaningful insights in real time, enabling businesses to stay competitive and responsive. Additionally, the growing emphasis on personalized user experiences, such as recommendation systems in e-commerce and content platforms, has heightened the demand for AI inference to deliver tailored outcomes swiftly and accurately. Furthermore, regulatory and compliance requirements in sectors like healthcare and finance are pushing organizations to adopt AI inference for tasks such as fraud detection, risk assessment, and diagnostics, ensuring both accuracy and scalability.
この膨大なデータの流入には、企業が競争力を維持し、対応力を維持できるように、リアルタイムで意味のある洞察を抽出できる効率的な推論システムが必要です。さらに、eコマースやコンテンツプラットフォームの推奨システムなど、パーソナライズされたユーザー エクスペリエンスの重要性が高まっているため、カスタマイズされた結果を迅速かつ正確に提供するための AI 推論の需要が高まっています。さらに、ヘルスケアや金融などの分野の規制やコンプライアンスの要件により、組織は不正検出、リスク評価、診断などのタスクに AI推論を採用し、精度と拡張性の両方を確保するよう求められています。
“Machine Learning segment holds highest market share in 2024.”
Machine Learning holds high market share in the AI inference market, which is driven by the expanding use of ML applications across various industries. Machine learning models, especially deep learning and reinforcement learning algorithms, require extensive computational resources to train and deploy effectively. This requirement of robust infrastructure, such as high performance GPUs, TPUs and dedicated AI accelerators, becomes essential as organizations continue to bring in machine learning for prediction analytics, recommendation engines, autonomous systems, etc. Technology companies such as Google Cloud (USA), Amazon Web Services (USA), and Microsoft Azure (USA) are enhancing their AI products to accommodate more complex ML models and providing solutions such as TPU V4 and NVIDIA’S A100 GPUs. Recent advancements such as Gcore’s introduction of “Inference at the Edge” in June 2024 accelerate this trend even further through provision of nanosecond-order low-latency AI processing utilizing high-performance, strategically located nodes equipped with NVIDIA L40S GPUs. These platforms support both fundamental and custom machine learning models, including popular open-source foundation models like LLAMA Pro 8B, Mistral 7B, and Stable-Diffusion XL, paving the way towards versatility and flexibility for various scenarios. This alliance of scalability, accessibility, and state-of-the-art infrastructure reinforces machine learning’s dominance in the AI inference market.
”Enterprises is projected to grow at a high CAGR of AI Inference market during the forecasted timeline”
The enterprise segment will have the highest growth rate in the AI Inference market. Enterprises have widely adopted AI solutions for better operational efficiency, offer personalized customer experience and to drive innovation. Enterprises have resources and infrastructure to deploy large-scale AI models in domains such as customer service, supply chain optimization, and predictive analytics. Healthcare enterprise use AI for medical imaging and diagnostics, financial organizations for fraud and risk detection, and retailer for AI-based recommendation system and inventory management. This growth is further propelled by rise in advancements in enterprise-focused AI platforms that simplify the deployment and scale AI applications. For instance, In May 2024, Nutanix (US) collaborated with NVIDIA Corporation (US) in order to boost adoption for generative AI . This integration of Nutanix’s GPT-in-a-Box 2.0 with NVIDIA’S NIM inference microservices will enable enterprises to deploy scalable, secure, and high-performance GenAI applications both centrally and at the edge. With its platform, Nutanix simplifies the deployment of AI models and reduces the need for specialized AI expertise and empowers businesses to implement AI strategies. These innovations highlight the increasing rate at which enterprises are investing in AI inference for competitive advantages and operational improvement.
“Asia Pacific is expected to hold high CAGR in during the forecast period.”
The AI inference market in Asia Pacific will grow at a high CAGR in the forecast period. Asia Pacific has seen remarkable progress in AI research, development, and deployment. Countries like China, Japan, South Korea, and Singapore are making substantial investments in AI research and infrastructure. Strong collaborations among academia, industry and government in these countries have resulted in innovations in machine learning, natural language processing, computer vision, and robotics. For instance, In October 2024, Nvidia Corporation (US) made strategic plans and collaborations in India, such as partnerships with Yotta, E2E Networks, and Netweb, to promote the use of AI technologies and create AI “factories” specific to the Indian market. These collaborations are aimed at accelerating AI inference with Nvidia’s high-end GPUs, software, and networking features, including Yotta’s Shakti Cloud providing Nvidia Inference Microservices (NIM) and E2E for access to Nvidia’s H200 GPUs. Netweb’s manufacturing of Tyrone servers based on Nvidia’s MGX reference design also complements these efforts. These developments will substantially increase demand for AI inference solutions in India by allowing companies to handle sophisticated workloads, drive AI adoption in Asia Pacific, and assist startups with innovative accelerator programs.
Extensive primary interviews were conducted with key industry experts in the AI Inference market space to determine and verify the market size for various segments and subsegments gathered through secondary research. The break-up of primary participants for the report has been shown below: The study contains insights from various industry experts, from component suppliers to Tier 1 companies and OEMs. The break-up of the primaries is as follows:
- By Company Type: Tier 1 – 40%, Tier 2 – 25%, and Tier 3 – 35%
- By Designation: C-level Executives – 50%, Directors – 20%, and Others – 30%
- By Region: North America – 40%, Europe – 20%, Asia Pacific – 30%, and RoW – 10%
The report profiles key players in the AI Inference market with their respective market ranking analysis. Prominent players profiled in this report are NVIDIA Corporation (US), Advanced Micro Devices, Inc. (US), Intel Corporation (US), SK HYNIX INC. (South Korea), SAMSUNG (South Korea), Micron Technology, Inc. (US), Apple Inc. (US), Qualcomm Technologies, Inc. (US), Huawei Technologies Co., Ltd. (China), Google (US), Amazon Web Services, Inc. (US), Tesla (US), Microsoft (US), Meta (US), T-Head (China), Graphcore (UK), and Cerebras (US), among others.
Apart from this, Mythic (US), Blaize (US), Groq, Inc. (US), HAILO TECHNOLOGIES LTD (Israel), SiMa Technologies, Inc. (US), Kneron, Inc. (US), Tenstorrent (Canada), SambaNova Systems, Inc. (US), SAPEON Inc. (US), Rebellions Inc. (South Korea), Shanghai BiRen Technology Co., Ltd. (China) are among a few emerging companies in the AI Inference market.
Research Coverage: This research report categorizes the AI Inference market based on compute, memory, network, deployment, application, end user, and region. The report describes the major drivers, restraints, challenges, and opportunities pertaining to the AI Inference market and forecasts the same till 2030. Apart from these, the report also consists of leadership mapping and analysis of all the companies included in the AI Inference ecosystem.
Key Benefits of Buying the Report The report will help the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall AI Inference market and the subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to position their businesses better and plan suitable go-to-market strategies. The report also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.
The report provides insights on the following pointers:
- Analysis of key drivers (Growing need for real-time processing at edge devices, Advanced cloud platforms offering specialized AI inference services, and Enhanced GPU capabilities for inference tasks) influencing the growth of the AI inference market.
- Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI inference market.
- Market Development: Comprehensive information about lucrative markets – the report analysis the AI inference market across varied regions
- Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the AI inference market
- Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players like NVIDIA Corporation (US), Advanced Micro Devices, Inc. (US), Intel Corporation (US), SK HYNIX INC. (South Korea), SAMSUNG (South Korea), among others in the AI inference market.
Table of Contents
1 INTRODUCTION 31
1.1 STUDY OBJECTIVES 31
1.2 MARKET DEFINITION 31
1.3 STUDY SCOPE 32
1.3.1 MARKETS COVERED AND REGIONAL SCOPE 32
1.3.2 INCLUSIONS AND EXCLUSIONS 33
1.3.3 YEARS CONSIDERED 33
1.4 CURRENCY CONSIDERED 34
1.5 UNIT CONSIDERED 34
1.6 LIMITATIONS 34
1.7 STAKEHOLDERS 34
2 RESEARCH METHODOLOGY 35
2.1 RESEARCH DATA 35
2.1.1 SECONDARY AND PRIMARY RESEARCH 36
2.1.2 SECONDARY DATA 36
2.1.2.1 List of key secondary sources 37
2.1.2.2 Key data from secondary sources 37
2.1.3 PRIMARY DATA 37
2.1.3.1 List of primary interview participants 38
2.1.3.2 Breakdown of primaries 38
2.1.3.3 Key data from primary sources 39
2.1.3.4 Key industry insights 40
2.2 MARKET SIZE ESTIMATION METHODOLOGY 41
2.2.1 BOTTOM-UP APPROACH 43
2.2.1.1 Approach to arrive at market size using bottom-up analysis
(demand side) 44
2.2.2 TOP-DOWN APPROACH 44
2.2.2.1 Approach to arrive at market size using top-down analysis
(supply side) 45
2.3 DATA TRIANGULATION 46
2.4 RESEARCH ASSUMPTIONS 47
2.5 RISK ANALYSIS 47
2.6 RESEARCH LIMITATIONS 48
3 EXECUTIVE SUMMARY 49
4 PREMIUM INSIGHTS 55
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AI INFERENCE MARKET 55
4.2 AI INFERENCE MARKET, BY COMPUTE 55
4.3 AI INFERENCE MARKET, BY MEMORY 56
4.4 AI INFERENCE MARKET, BY NETWORK 56
4.5 AI INFERENCE MARKET, BY APPLICATION 57
4.6 AI INFERENCE MARKET, BY END USER 58
4.7 AI INFRASTRUCTURE MARKET, BY REGION 58
4.8 AI INFERENCE MARKET, BY COUNTRY 59
5 MARKET OVERVIEW 60
5.1 INTRODUCTION 60
5.2 MARKET DYNAMICS 60
5.2.1 DRIVERS 61
5.2.1.1 Growing demand for real-time processing on edge devices 61
5.2.1.2 Growth of advanced cloud platforms offering specialized AI inference services 61
5.2.1.3 Enhanced GPU capabilities for inference tasks 62
5.2.2 RESTRAINTS 63
5.2.2.1 Computational workload and high power consumption 63
5.2.2.2 Shortage of skilled workforce 65
5.2.3 OPPORTUNITIES 65
5.2.3.1 Growth of AI-enabled healthcare and diagnostics 65
5.2.3.2 Advancements in natural language processing for improved customer experience 67
5.2.3.3 Increasing demand for real-time data processing and analytics 67
5.2.4 CHALLENGES 68
5.2.4.1 Data privacy concerns 68
5.2.4.2 Supply chain disruptions 69
5.3 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 70
5.4 PRICING ANALYSIS 70
5.4.1 INDICATIVE PRICING OF KEY PLAYERS, BY COMPUTE 71
5.4.2 AVERAGE SELLING PRICE TREND, BY REGION 72
5.5 VALUE CHAIN ANALYSIS 74
5.6 ECOSYSTEM ANALYSIS 76
5.7 INVESTMENT AND FUNDING SCENARIO 77
5.8 TECHNOLOGY ANALYSIS 78
5.8.1 KEY TECHNOLOGIES 78
5.8.1.1 GenAI workload 78
5.8.1.2 High bandwidth memory (HBM) 78
5.8.1.3 High-performance computing (HPC) 79
5.8.2 COMPLEMENTARY TECHNOLOGIES 80
5.8.2.1 High-speed interconnects 80
5.8.2.2 Edge computing infrastructure 80
5.8.2.3 Data center power management and cooling system 81
5.8.3 ADJACENT TECHNOLOGIES 82
5.8.3.1 Cloud AI services 82
5.8.3.2 AI development frameworks 82
5.9 PATENT ANALYSIS 83
5.10 TRADE ANALYSIS 88
5.10.1 IMPORT SCENARIO (HS CODE 854231) 88
5.10.2 EXPORT SCENARIO (HS CODE 854231) 90
5.11 KEY CONFERENCES AND EVENTS, 2025–2026 91
5.12 CASE STUDY ANALYSIS 93
5.12.1 AI-POWERED RADIATION THERAPY OPTIMIZATION WITH INTEL CORPORATION AND SIEMENS HEALTHINEERS 93
5.12.2 ARTIFICIAL INTELLIGENCE ACCELERATES DARK MATTER SEARCH WITH ADVANCED MICRO DEVICES, INC. FPGAS 93
5.12.3 SERVING INFERENCE FOR LLMS: A CASE STUDY WITH NVIDIA TRITON INFERENCE SERVER AND ELEUTHER AI 94
5.12.4 FINCH COMPUTING REDUCES INFERENCE COSTS USING AWS INFERENTIA FOR LANGUAGE TRANSLATION 94
5.13 REGULATORY LANDSCAPE 95
5.13.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 95
5.13.2 STANDARDS 99
5.14 PORTER’S FIVE FORCES ANALYSIS 101
5.14.1 THREAT OF NEW ENTRANTS 102
5.14.2 THREAT OF SUBSTITUTES 102
5.14.3 BARGAINING POWER OF SUPPLIERS 102
5.14.4 BARGAINING POWER OF BUYERS 102
5.14.5 INTENSITY OF COMPETITIVE RIVALRY 103
5.15 KEY STAKEHOLDERS AND BUYING CRITERIA 103
5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS 103
5.15.2 BUYING CRITERIA 104
6 AI INFERENCE MARKET, BY COMPUTE 105
6.1 INTRODUCTION 106
6.2 GPU 109
6.2.1 ABILITY TO HANDLE AI WORKLOADS AND PROCESS VAST DATA VOLUMES TO BOOST ADOPTION 109
6.3 CPU 110
6.3.1 RISING DEMAND FOR VERSATILE AND GENERAL-PURPOSE AI PROCESSING TO BOOST MARKET GROWTH 110
6.4 FPGA 111
6.4.1 INCREASING NEED FOR FLEXIBILITY AND CUSTOMIZATION FOR
AI WORKLOADS TO SPUR DEMAND 111
6.5 NPU 112
6.5.1 RISING DEMAND FOR HIGH-END SMARTPHONES TO DRIVE
SEGMENTAL GROWTH 112
6.6 TPU 114
6.6.1 NEED FOR FASTER PROCESSING IN AI RESEARCH AND APPLICATION DEVELOPMENT TO BOOST DEMAND 114
6.7 FSD 114
6.7.1 DEMAND FOR HIGH-PERFORMANCE, ENERGY-EFFICIENT AI PROCESSING IN AUTONOMOUS VEHICLES TO FUEL ADOPTION 114
6.8 INFERENTIA 115
6.8.1 ABILITY TO TRAIN COMPLEX AI AND DEEP LEARNING MODELS
TO DRIVE ADOPTION 115
6.9 T-HEAD 115
6.9.1 RISING DEMAND FOR CUSTOMIZED, HIGH-PERFORMANCE AI CHIPS ACROSS CHINESE DATA CENTERS TO STIMULATE MARKET GROWTH 115
6.10 MTIA 116
6.10.1 META’S EXPANSION INTO AR, VR, AND METAVERSE TO FUEL
MARKET GROWTH 116
6.11 LPU 116
6.11.1 INCREASING NEED TO HANDLE COMPLEX NLP AND LANGUAGE-
BASED AI TASKS TO ACCELERATE DEMAND 116
6.12 OTHER ASICS 117
7 AI INFERENCE MARKET, BY MEMORY 118
7.1 INTRODUCTION 119
7.2 DDR 121
7.2.1 RISING ADOPTION OF AI-ENABLED CPUS IN DATA CENTERS TO SUPPORT MARKET GROWTH 121
7.3 HBM 122
7.3.1 ELEVATING NEED FOR HIGH THROUGHPUT IN DATA-INTENSIVE AI TASKS TO FUEL MARKET GROWTH 122
8 AI INFERENCE MARKET, BY NETWORK 123
8.1 INTRODUCTION 124
8.2 NIC/NETWORK ADAPTERS 126
8.2.1 INFINIBAND 128
8.2.1.1 Growing utilization of HPC and AI models to minimize latency and maximize throughput to boost segmental growth 128
8.2.2 ETHERNET 128
8.2.2.1 Rising demand for scalable and cost-effective networking solutions to propel growth 128
8.3 INTERCONNECTS 129
8.3.1 GROWING COMPLEXITY OF AI MODELS REQUIRING HIGH-BANDWIDTH DATA PATHS TO FUEL DEMAND 129
9 AI INFERENCE MARKET, BY DEPLOYMENT 130
9.1 INTRODUCTION 131
9.2 ON-PREMISES 132
9.2.1 GROWING DATA PRIVACY CONCERNS TO DRIVE MARKET 132
9.3 CLOUD 133
9.3.1 ABILITY TO SCALE RESOURCES ON DEMAND TO BOOST GROWTH 133
9.4 EDGE 133
9.4.1 INCREASING APPLICATION IN HEALTHCARE, AUTOMOTIVE, AND INDUSTRIAL AUTOMATION TO FOSTER MARKET GROWTH 133
10 AI INFERENCE MARKET, BY APPLICATION 135
10.1 INTRODUCTION 136
10.2 GENERATIVE AI 137
10.2.1 RULE-BASED MODELS 138
10.2.1.1 Integration with ML and deep learning to offer lucrative growth opportunities 138
10.2.2 STATISTICAL MODELS 139
10.2.2.1 Growing application in finance, economics, and healthcare sectors to fuel market growth 139
10.2.3 DEEP LEARNING 139
10.2.3.1 Ability to advance AI technologies to boost demand 139
10.2.4 GENERATIVE ADVERSARIAL NETWORKS (GANS) 140
10.2.4.1 Need to handle large-scale data to fuel market growth 140
10.2.5 AUTOENCODERS 141
10.2.5.1 Increasing use in data processing, anomaly detection, and feature extraction to accelerate demand 141
10.2.6 CONVOLUTIONAL NEURAL NETWORKS (CNNS) 141
10.2.6.1 Rising number of autonomous vehicles and smart cities to drive market 141
10.2.7 TRANSFORMER MODELS 142
10.2.7.1 Growing popularity of GPT models and BERT to offer lucrative growth opportunities 142
10.3 MACHINE LEARNING 143
10.3.1 RISING APPLICATION FOR REAL-TIME DECISION-MAKING AND DATA ANALYSIS TO FOSTER MARKET GROWTH 143
10.4 NATURAL LANGUAGE PROCESSING 144
10.4.1 GROWING DEMAND FOR SENTIMENT ANALYSIS, LANGUAGE TRANSLATION, AND SPEECH RECOGNITION TO DRIVE MARKET 144
10.5 COMPUTER VISION 145
10.5.1 ESCALATING NEED FOR ADVANCED PROCESSING CAPABILITIES TO BOOST DEMAND 145
11 AI INFERENCE MARKET, BY END USER 147
11.1 INTRODUCTION 148
11.2 CONSUMER 149
11.2.1 GROWING ADOPTION OF AI-ENABLED PERSONAL DEVICES TO PROPEL MARKET 149
11.3 CLOUD SERVICE PROVIDERS 150
11.3.1 SURGING AI WORKLOADS AND CLOUD ADOPTION TO STIMULATE MARKET GROWTH 150
11.4 ENTERPRISES 152
11.4.1 HEALTHCARE 153
11.4.1.1 Growing demand for personalized treatment to fuel market growth 153
11.4.2 BFSI 153
11.4.2.1 Rising focus on enhancing security and improving customer services to foster market growth 153
11.4.3 AUTOMOTIVE 154
11.4.3.1 Growing focus on safe and enhanced driving experiences to fuel demand 154
11.4.4 RETAIL & E-COMMERCE 155
11.4.4.1 Rapid shift toward data-centric models to enhance customer engagement to accelerate demand 155
11.4.5 MEDIA & ENTERTAINMENT 155
11.4.5.1 Rising demand for content recommendation engines and interactive media experiences to foster market growth 155
11.4.6 OTHERS 156
11.5 GOVERNMENT ORGANIZATIONS 156
11.5.1 GROWING NEED TO ENHANCE PUBLIC SAFETY AND SECURITY TO OFFER LUCRATIVE GROWTH OPPORTUNITIES 156
12 AI INFERENCE MARKET, BY REGION 158
12.1 INTRODUCTION 159
12.2 NORTH AMERICA 161
12.2.1 MACROECONOMIC OUTLOOK FOR NORTH AMERICA 161
12.2.2 US 167
12.2.2.1 Presence of established AI inference manufacturers to drive market 167
12.2.3 CANADA 170
12.2.3.1 Growing emphasis on commercializing AI to offer lucrative growth opportunities 170
12.2.4 MEXICO 172
12.2.4.1 Rapid digital transformation and surging adoption of cloud computing to fuel market growth 172
12.3 EUROPE 174
12.3.1 MACROECONOMIC OUTLOOK FOR EUROPE 174
12.3.2 UK 181
12.3.2.1 Growing investments in data center infrastructure to boost demand 181
12.3.3 GERMANY 183
12.3.3.1 Increasing adoption of smart technologies to boost manufacturing to drive market 183
12.3.4 FRANCE 185
12.3.4.1 Rising government-led initiatives to strengthen AI technology to fuel market growth 185
12.3.5 ITALY 187
12.3.5.1 Rising emphasis on developing digital infrastructure to offer lucrative growth opportunities 187
12.3.6 SPAIN 189
12.3.6.1 Rapid adoption of cloud computing to accelerate demand 189
12.3.7 REST OF EUROPE 191
12.4 ASIA PACIFIC 193
12.4.1 MACROECONOMIC OUTLOOK FOR ASIA PACIFIC 194
12.4.2 CHINA 201
12.4.2.1 Proliferation of IoT devices to drive market 201
12.4.3 JAPAN 203
12.4.3.1 Rising investments to boost cloud infrastructure to foster market growth 203
12.4.4 INDIA 205
12.4.4.1 Government-led initiatives to boost AI infrastructure to offer lucrative growth opportunities 205
12.4.5 SOUTH KOREA 207
12.4.5.1 Thriving semiconductor industry to drive market 207
12.4.6 REST OF ASIA PACIFIC 209
12.5 ROW 211
12.5.1 MACROECONOMIC OUTLOOK FOR ROW 217
12.5.2 MIDDLE EAST 218
12.5.2.1 Growing emphasis on digital transformation and technological innovation to drive market 218
12.5.2.2 GCC 220
12.5.2.3 Rest of Middle East 220
12.5.3 AFRICA 221
12.5.3.1 Growing need for managing advanced data processing requirements to fuel market growth 221
12.5.4 SOUTH AMERICA 223
12.5.4.1 Growing need for flexible and secure cloud storage solutions to accelerate demand 223
13 COMPETITIVE LANDSCAPE 225
13.1 INTRODUCTION 225
13.2 KEY PLAYER STRATEGIES/RIGHT TO WIN, 2020–2024 225
13.3 REVENUE ANALYSIS, 2022–2024 227
13.4 MARKET SHARE ANALYSIS, 2024 228
13.5 COMPANY VALUATION AND FINANCIAL METRICS 232
13.6 BRAND/PRODUCT COMPARISON 233
13.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2024 234
13.7.1 STARS 234
13.7.2 EMERGING LEADERS 234
13.7.3 PERVASIVE PLAYERS 234
13.7.4 PARTICIPANTS 234
13.7.5 COMPANY FOOTPRINT: KEY PLAYERS, 2024 236
13.7.5.1 Company footprint 236
13.7.5.2 Compute footprint 237
13.7.5.3 Memory footprint 238
13.7.5.4 Network footprint 238
13.7.5.5 Deployment footprint 239
13.7.5.6 Application footprint 240
13.7.5.7 End user footprint 241
13.7.5.8 Region footprint 242
13.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2024 243
13.8.1 PROGRESSIVE COMPANIES 243
13.8.2 RESPONSIVE COMPANIES 243
13.8.3 DYNAMIC COMPANIES 243
13.8.4 STARTING BLOCKS 243
13.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024 245
13.8.5.1 Detailed list of key startups/SMEs 245
13.8.5.2 Competitive benchmarking of key startups/SMEs 246
13.9 COMPETITIVE SCENARIO 247
13.9.1 PRODUCT LAUNCHES 247
13.9.2 DEALS 259
14 COMPANY PROFILES 272
14.1 KEY PLAYERS 272
14.1.1 NVIDIA CORPORATION 272
14.1.1.1 Business overview 272
14.1.1.2 Products/Solutions/Services offered 273
14.1.1.3 Recent developments 276
14.1.1.3.1 Product launches 276
14.1.1.3.2 Deals 278
14.1.1.4 MnM view 280
14.1.1.4.1 Key strengths 280
14.1.1.4.2 Strategic choices 280
14.1.1.4.3 Weaknesses and competitive threats 280
14.1.2 ADVANCED MICRO DEVICES, INC. 281
14.1.2.1 Business overview 281
14.1.2.2 Products/Solutions/Services offered 282
14.1.2.3 Recent developments 284
14.1.2.3.1 Product launches 284
14.1.2.3.2 Deals 286
14.1.2.4 MnM view 287
14.1.2.4.1 Key strengths 287
14.1.2.4.2 Strategic choices 287
14.1.2.4.3 Weaknesses and competitive threats 288
14.1.3 INTEL CORPORATION 289
14.1.3.1 Business overview 289
14.1.3.2 Products/Solutions/Services offered 290
14.1.3.3 Recent developments 292
14.1.3.3.1 Product launches 292
14.1.3.3.2 Deals 294
14.1.3.4 MnM view 296
14.1.3.4.1 Key strengths 296
14.1.3.4.2 Strategic choices 296
14.1.3.4.3 Weaknesses and competitive threats 296
14.1.4 SK HYNIX INC. 297
14.1.4.1 Business overview 297
14.1.4.2 Products/Solutions/Services offered 298
14.1.4.3 Recent developments 299
14.1.4.3.1 Product launches 299
14.1.4.3.2 Deals 300
14.1.4.4 MnM view 300
14.1.4.4.1 Key strengths 300
14.1.4.4.2 Strategic choices 301
14.1.4.4.3 Weaknesses and competitive threats 301
14.1.5 SAMSUNG 302
14.1.5.1 Business overview 302
14.1.5.2 Products/Solutions/Services offered 303
14.1.5.3 Recent developments 306
14.1.5.3.1 Product launches 306
14.1.5.3.2 Deals 308
14.1.5.4 MnM view 309
14.1.5.4.1 Key strengths 309
14.1.5.4.2 Strategic choices 309
14.1.5.4.3 Weaknesses and competitive threats 309
14.1.6 MICRON TECHNOLOGY, INC. 310
14.1.6.1 Business overview 310
14.1.6.2 Products/Solutions/Services offered 311
14.1.6.3 Recent developments 312
14.1.6.3.1 Product launches 312
14.1.6.3.2 Deals 314
14.1.7 APPLE INC. 315
14.1.7.1 Business overview 315
14.1.7.2 Products/Solutions/Services offered 316
14.1.7.3 Recent developments 317
14.1.7.3.1 Product launches 317
14.1.7.3.2 Deals 319
14.1.8 QUALCOMM TECHNOLOGIES, INC. 320
14.1.8.1 Business overview 320
14.1.8.2 Products/Solutions/Services offered 321
14.1.8.3 Recent developments 323
14.1.8.3.1 Product launches 323
14.1.8.3.2 Deals 324
14.1.9 HUAWEI TECHNOLOGIES CO., LTD. 326
14.1.9.1 Business overview 326
14.1.9.2 Products/Solutions/Services offered 327
14.1.9.3 Recent developments 328
14.1.9.3.1 Product launches 328
14.1.9.3.2 Deals 328
14.1.10 GOOGLE 329
14.1.10.1 Business overview 329
14.1.10.2 Products/Solutions/Services offered 330
14.1.10.3 Recent developments 331
14.1.10.3.1 Product launches 331
14.1.10.3.2 Deals 332
14.1.11 AMAZON WEB SERVICES, INC. 333
14.1.11.1 Business overview 333
14.1.11.2 Products/Solutions/Services offered 334
14.1.11.3 Recent developments 334
14.1.11.3.1 Product launches 334
14.1.11.3.2 Deals 335
14.1.12 TESLA 337
14.1.12.1 Business overview 337
14.1.12.2 Products/Solutions/Services offered 338
14.1.13 MICROSOFT 339
14.1.13.1 Business overview 339
14.1.13.2 Products/Solutions/Services offered 340
14.1.13.3 Recent developments 341
14.1.13.3.1 Product launches 341
14.1.13.3.2 Deals 341
14.1.14 META 342
14.1.14.1 Business overview 342
14.1.14.2 Products/Solutions/Services offered 343
14.1.14.3 Recent developments 344
14.1.14.3.1 Product launches 344
14.1.14.3.2 Deals 344
14.1.15 T-HEAD 345
14.1.15.1 Business overview 345
14.1.15.2 Products/Solutions/Services offered 345
14.1.16 GRAPHCORE 346
14.1.16.1 Business overview 346
14.1.16.2 Products/Solutions/Services offered 346
14.1.16.3 Recent developments 347
14.1.16.3.1 Product launches 347
14.1.16.3.2 Deals 347
14.1.17 CEREBRAS 348
14.1.17.1 Business overview 348
14.1.17.2 Products/Solutions/Services offered 348
14.1.17.3 Recent developments 349
14.1.17.3.1 Product launches 349
14.1.17.3.2 Deals 349
14.2 OTHER PLAYERS 350
14.2.1 MYTHIC 350
14.2.2 BLAIZE 351
14.2.3 GROQ, INC. 352
14.2.4 HAILO TECHNOLOGIES LTD. 353
14.2.5 SIMA TECHNOLOGIES, INC. 354
14.2.6 KNERON, INC. 354
14.2.7 TENSTORRENT 355
14.2.8 SAMBANOVA SYSTEMS, INC. 355
14.2.9 SAPEON INC. 356
14.2.10 REBELLIONS INC. 356
14.2.11 SHANGHAI BIREN TECHNOLOGY CO., LTD. 357
15 APPENDIX 358
15.1 DISCUSSION GUIDE 358
15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 362
15.3 CUSTOMIZATION OPTIONS 364
15.4 RELATED REPORTS 364
15.5 AUTHOR DETAILS 365
LIST OF TABLES
TABLE 1 AI INFERENCE MARKET: RESEARCH ASSUMPTIONS 47
TABLE 2 AI INFERENCE MARKET: RISK ANALYSIS 47
TABLE 3 NVIDIA’S BLACKWELL PLATFORM TO HAVE TDP EXCEEDING 1KW 64
TABLE 4 INDICATIVE PRICING OF COMPUTE OFFERED BY KEY PLAYERS, 2024 (USD) 71
TABLE 5 AVERAGE SELLING PRICE TREND OF GPU, BY REGION, 2021–2024 (USD) 72
TABLE 6 AVERAGE SELLING PRICE TREND OF CPU, BY REGION, 2021–2024 (USD) 73
TABLE 7 AVERAGE SELLING PRICE TREND OF FPGA, BY REGION, 2021–2024 (USD) 73
TABLE 8 AI INFERENCE MARKET: ROLE OF COMPANIES IN ECOSYSTEM 76
TABLE 9 LIST OF PATENTS, 2022–2024 83
TABLE 10 IMPORT DATA FOR HS CODE 854231-COMPLIANT PRODUCTS, BY COUNTRY, 2019–2023 (USD MILLION) 89
TABLE 11 EXPORT DATA FOR HS CODE 854231-COMPLIANT PRODUCTS, BY COUNTRY, 2019–2023 (USD MILLION) 90
TABLE 12 LIST OF KEY CONFERENCES AND EVENTS, 2025–2026 91
TABLE 13 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 95
TABLE 14 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 96
TABLE 15 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 97
TABLE 16 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 98
TABLE 17 REGULATORY STANDARDS 99
TABLE 18 AI INFERENCE MARKET: PORTER’S FIVE FORCES ANALYSIS 101
TABLE 19 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE
END USERS (%) 104
TABLE 20 KEY BUYING CRITERIA FOR TOP THREE END USERS 104
TABLE 21 AI INFERENCE MARKET, BY COMPUTE, 2021–2024 (USD MILLION) 106
TABLE 22 AI INFERENCE MARKET, BY COMPUTE, 2025–2030 (USD MILLION) 107
TABLE 23 AI INFERENCE MARKET, BY COMPUTE, 2021–2024 (THOUSAND UNITS) 107
TABLE 24 AI INFERENCE MARKET, BY COMPUTE, 2025–2030 (THOUSAND UNITS) 108
TABLE 25 COMPUTE: AI INFERENCE MARKET, BY REGION, 2021–2024 (USD MILLION) 108
TABLE 26 COMPUTE: AI INFERENCE MARKET, BY REGION, 2025–2030 (USD MILLION) 108
TABLE 27 GPU: AI INFERENCE MARKET, BY REGION, 2021–2024 (USD MILLION) 109
TABLE 28 GPU: AI INFERENCE MARKET, BY REGION, 2025–2030 (USD MILLION) 110
TABLE 29 CPU: AI INFERENCE MARKET, BY REGION, 2021–2024 (USD MILLION) 111
TABLE 30 CPU: AI INFERENCE MARKET, BY REGION, 2025–2030 (USD MILLION) 111
TABLE 31 FPGA: AI INFERENCE MARKET, BY REGION, 2021–2024 (USD MILLION) 112
TABLE 32 FPGA: AI INFERENCE MARKET, BY REGION, 2025–2030 (USD MILLION) 112
TABLE 33 NPU: AI INFERENCE MARKET, BY REGION, 2021–2024 (USD MILLION) 113
TABLE 34 NPU: AI INFERENCE MARKET, BY REGION, 2025–2030 (USD MILLION) 113
TABLE 35 AI INFERENCE MARKET, BY MEMORY, 2021–2024 (USD MILLION) 120
TABLE 36 AI INFERENCE MARKET, BY MEMORY, 2025–2030 (USD MILLION) 120
TABLE 37 MEMORY: AI INFERENCE MARKET, BY REGION, 2021–2024 (USD MILLION) 120
TABLE 38 MEMORY: AI INFERENCE MARKET, BY REGION, 2025−2030 (USD MILLION) 120
TABLE 39 DDR: AI INFERENCE MARKET, BY REGION, 2021−2024 (USD MILLION) 121
TABLE 40 DDR: AI INFERENCE MARKET, BY REGION, 2025−2030 (USD MILLION) 121
TABLE 41 HBM: AI INFERENCE MARKET, BY REGION, 2021−2024 (USD MILLION) 122
TABLE 42 HBM: AI INFERENCE MARKET, BY REGION, 2025−2030 (USD MILLION) 122
TABLE 43 AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 125
TABLE 44 AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 125
TABLE 45 NETWORK: AI INFERENCE MARKET, BY REGION, 2021−2024 (USD MILLION) 125
TABLE 46 NETWORK: AI INFERENCE MARKET, BY REGION, 2025−2030 (USD MILLION) 126
TABLE 47 AI INFERENCE MARKET, BY NIC/NETWORK ADAPTERS TYPE,
2021−2024 (USD MILLION) 127
TABLE 48 AI INFERENCE MARKET, BY NIC/NETWORK ADAPTERS TYPE,
2025−2030 (USD MILLION) 127
TABLE 49 NIC/NETWORK ADAPTERS: AI INFERENCE MARKET, BY REGION,
2021−2024 (USD MILLION) 127
TABLE 50 NIC/NETWORK ADAPTERS: AI INFERENCE MARKET, BY REGION,
2025−2030 (USD MILLION) 127
TABLE 51 INTERCONNECTS: AI INFERENCE MARKET, BY REGION, 2021−2024 (USD MILLION) 129
TABLE 52 INTERCONNECTS: AI INFERENCE MARKET, BY REGION, 2025−2030 (USD MILLION) 129
TABLE 53 AI INFERENCE MARKET, BY DEPLOYMENT, 2021−2024 (USD MILLION) 132
TABLE 54 AI INFERENCE MARKET, BY DEPLOYMENT, 2025−2030 (USD MILLION) 132
TABLE 55 AI INFERENCE MARKET, BY APPLICATION, 2021−2034 (USD MILLION) 137
TABLE 56 AI INFERENCE MARKET, BY APPLICATION, 2025−2030 (USD MILLION) 137
TABLE 57 GENERATIVE AI: AI INFERENCE MARKET, BY REGION, 2021−2024 (USD MILLION) 138
TABLE 58 GENERATIVE AI: AI INFERENCE MARKET, BY REGION, 2025−2030 (USD MILLION) 138
TABLE 59 MACHINE LEARNING: AI INFERENCE MARKET, BY REGION,
2021−2024 (USD MILLION) 143
TABLE 60 MACHINE LEARNING: AI INFERENCE MARKET, BY REGION,
2025−2030 (USD MILLION) 144
TABLE 61 NATURAL LANGUAGE PROCESSING: AI INFERENCE MARKET, BY REGION, 2021−2024 (USD MILLION) 145
TABLE 62 NATURAL LANGUAGE PROCESSING: AI INFERENCE MARKET, BY REGION, 2025−2030 (USD MILLION) 145
TABLE 63 COMPUTER VISION: AI INFERENCE MARKET, BY REGION,
2021−2024 (USD MILLION) 146
TABLE 64 COMPUTER VISION: AI INFERENCE MARKET, BY REGION,
2025−2030 (USD MILLION) 146
TABLE 65 AI INFERENCE MARKET, BY END USER, 2021−2024 (USD MILLION) 149
TABLE 66 AI INFERENCE MARKET, BY END USER, 2025−2030 (USD MILLION) 149
TABLE 67 CONSUMER: AI INFERENCE MARKET, BY REGION, 2021−2024 (USD MILLION) 150
TABLE 68 CONSUMER: AI INFERENCE MARKET, BY REGION, 2025−2030 (USD MILLION) 150
TABLE 69 CLOUD SERVICE PROVIDERS: AI INFERENCE MARKET, BY REGION,
2021−2024 (USD MILLION) 151
TABLE 70 CLOUD SERVICE PROVIDERS: AI INFERENCE MARKET, BY REGION,
2025−2030 (USD MILLION) 151
TABLE 71 ENTERPRISES: AI INFERENCE MARKET, BY REGION, 2021−2024 (USD MILLION) 152
TABLE 72 ENTERPRISES: AI INFERENCE MARKET, BY REGION, 2025−2030 (USD MILLION) 152
TABLE 73 GOVERNMENT ORGANIZATIONS: AI INFERENCE MARKET, BY REGION,
2021−2024 (USD MILLION) 157
TABLE 74 GOVERNMENT ORGANIZATIONS: AI INFERENCE MARKET, BY REGION,
2025−2030 (USD MILLION) 157
TABLE 75 AI INFERENCE MARKET, BY REGION, 2021−2024 (USD MILLION) 160
TABLE 76 AI INFERENCE MARKET, BY REGION, 2025−2030 (USD MILLION) 160
TABLE 77 NORTH AMERICA: AI INFERENCE MARKET, BY COUNTRY,
2021−2024 (USD MILLION) 163
TABLE 78 NORTH AMERICA: AI INFERENCE MARKET, BY COUNTRY,
2025−2030 (USD MILLION) 163
TABLE 79 NORTH AMERICA: AI INFERENCE MARKET, BY COMPUTE,
2021−2024 (USD MILLION) 163
TABLE 80 NORTH AMERICA: AI INFERENCE MARKET, BY COMPUTE,
2025−2030 (USD MILLION) 163
TABLE 81 NORTH AMERICA: AI INFERENCE MARKET, BY MEMORY,
2021−2024 (USD MILLION) 164
TABLE 82 NORTH AMERICA: AI INFERENCE MARKET, BY MEMORY,
2025−2030 (USD MILLION) 164
TABLE 83 NORTH AMERICA: AI INFERENCE MARKET, BY NETWORK,
2021−2024 (USD MILLION) 164
TABLE 84 NORTH AMERICA: AI INFERENCE MARKET, BY NETWORK,
2025−2030 (USD MILLION) 164
TABLE 85 NORTH AMERICA: AI INFERENCE MARKET, BY APPLICATION,
2021−2024 (USD MILLION) 165
TABLE 86 NORTH AMERICA: AI INFERENCE MARKET, BY APPLICATION,
2025−2030 (USD MILLION) 165
TABLE 87 NORTH AMERICA: AI INFERENCE MARKET FOR GENERATIVE AI,
BY TYPE, 2021−2024 (USD MILLION) 165
TABLE 88 NORTH AMERICA: AI INFERENCE MARKET FOR GENERATIVE AI,
BY TYPE, 2025−2030 (USD MILLION) 166
TABLE 89 NORTH AMERICA: AI INFERENCE MARKET, BY END USER,
2021−2024 (USD MILLION) 166
TABLE 90 NORTH AMERICA: AI INFERENCE MARKET, BY END USER,
2025−2030 (USD MILLION) 166
TABLE 91 NORTH AMERICA: AI INFERENCE MARKET, BY ENTERPRISES,
2021−2024 (USD MILLION) 167
TABLE 92 NORTH AMERICA: AI INFERENCE MARKET, BY ENTERPRISES,
2025−2030 (USD MILLION) 167
TABLE 93 US: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 168
TABLE 94 US: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 168
TABLE 95 US: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 169
TABLE 96 US: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 169
TABLE 97 US: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 169
TABLE 98 US: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 169
TABLE 99 CANADA: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 170
TABLE 100 CANADA: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 171
TABLE 101 CANADA: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 171
TABLE 102 CANADA: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 171
TABLE 103 CANADA: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 171
TABLE 104 CANADA: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 171
TABLE 105 MEXICO: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 172
TABLE 106 MEXICO: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 173
TABLE 107 MEXICO: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 173
TABLE 108 MEXICO: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 173
TABLE 109 MEXICO: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 173
TABLE 110 MEXICO: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 173
TABLE 111 EUROPE: AI INFERENCE MARKET, BY COUNTRY, 2021−2024 (USD MILLION) 176
TABLE 112 EUROPE: AI INFERENCE MARKET, BY COUNTRY, 2025−2030 (USD MILLION) 176
TABLE 113 EUROPE: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 177
TABLE 114 EUROPE: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 177
TABLE 115 EUROPE: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 177
TABLE 116 EUROPE: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 177
TABLE 117 EUROPE: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 178
TABLE 118 EUROPE: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 178
TABLE 119 EUROPE: AI INFERENCE MARKET, BY APPLICATION, 2021−2024 (USD MILLION) 178
TABLE 120 EUROPE: AI INFERENCE MARKET, BY APPLICATION, 2025−2030 (USD MILLION) 178
TABLE 121 EUROPE: AI INFERENCE MARKET FOR GENERATIVE AI, BY TYPE,
2021−2024 (USD MILLION) 179
TABLE 122 EUROPE: AI INFERENCE MARKET FOR GENERATIVE AI, BY TYPE,
2025−2030 (USD MILLION) 179
TABLE 123 EUROPE: AI INFERENCE MARKET, BY END USER, 2021−2024 (USD MILLION) 179
TABLE 124 EUROPE: AI INFERENCE MARKET, BY END USER, 2025−2030 (USD MILLION) 180
TABLE 125 EUROPE: AI INFERENCE MARKET, BY ENTERPRISES, 2021−2024 (USD MILLION) 180
TABLE 126 EUROPE: AI INFERENCE MARKET, BY ENTERPRISES, 2025−2030 (USD MILLION) 180
TABLE 127 UK: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 181
TABLE 128 UK: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 182
TABLE 129 UK: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 182
TABLE 130 UK: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 182
TABLE 131 UK: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 182
TABLE 132 UK: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 182
TABLE 133 GERMANY: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 183
TABLE 134 GERMANY: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 184
TABLE 135 GERMANY: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 184
TABLE 136 GERMANY: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 184
TABLE 137 GERMANY: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 184
TABLE 138 GERMANY: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 185
TABLE 139 FRANCE: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 186
TABLE 140 FRANCE: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 186
TABLE 141 FRANCE: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 186
TABLE 142 FRANCE: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 186
TABLE 143 FRANCE: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 187
TABLE 144 FRANCE: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 187
TABLE 145 ITALY: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 188
TABLE 146 ITALY: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 188
TABLE 147 ITALY: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 188
TABLE 148 ITALY: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 188
TABLE 149 ITALY: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 189
TABLE 150 ITALY: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 189
TABLE 151 SPAIN: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 190
TABLE 152 SPAIN: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 190
TABLE 153 SPAIN: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 190
TABLE 154 SPAIN: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 190
TABLE 155 SPAIN: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 191
TABLE 156 SPAIN: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 191
TABLE 157 REST OF EUROPE: AI INFERENCE MARKET, BY COMPUTE,
2021−2024 (USD MILLION) 192
TABLE 158 REST OF EUROPE: AI INFERENCE MARKET, BY COMPUTE,
2025−2030 (USD MILLION) 192
TABLE 159 REST OF EUROPE: AI INFERENCE MARKET, BY MEMORY,
2021−2024 (USD MILLION) 192
TABLE 160 REST OF EUROPE: AI INFERENCE MARKET, BY MEMORY,
2025−2030 (USD MILLION) 192
TABLE 161 REST OF EUROPE: AI INFERENCE MARKET, BY NETWORK,
2021−2024 (USD MILLION) 193
TABLE 162 REST OF EUROPE: AI INFERENCE MARKET, BY NETWORK,
2025−2030 (USD MILLION) 193
TABLE 163 ASIA PACIFIC: AI INFERENCE MARKET, BY COUNTRY, 2021−2024 (USD MILLION) 196
TABLE 164 ASIA PACIFIC: AI INFERENCE MARKET, BY COUNTRY, 2025−2030 (USD MILLION) 196
TABLE 165 ASIA PACIFIC: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 197
TABLE 166 ASIA PACIFIC: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 197
TABLE 167 ASIA PACIFIC: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 197
TABLE 168 ASIA PACIFIC: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 197
TABLE 169 ASIA PACIFIC: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 198
TABLE 170 ASIA PACIFIC: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 198
TABLE 171 ASIA PACIFIC: AI INFERENCE MARKET, BY APPLICATION,
2021−2024 (USD MILLION) 198
TABLE 172 ASIA PACIFIC: AI INFERENCE MARKET, BY APPLICATION,
2025−2030 (USD MILLION) 198
TABLE 173 ASIA PACIFIC: AI INFERENCE MARKET FOR GENERATIVE AI, BY TYPE,
2021−2024 (USD MILLION) 199
TABLE 174 ASIA PACIFIC: AI INFERENCE MARKET FOR GENERATIVE AI, BY TYPE,
2025−2030 (USD MILLION) 199
TABLE 175 ASIA PACIFIC: AI INFERENCE MARKET, BY END USER, 2021−2024 (USD MILLION) 200
TABLE 176 ASIA PACIFIC: AI INFERENCE MARKET, BY END USER, 2025−2030 (USD MILLION) 200
TABLE 177 ASIA PACIFIC: AI INFERENCE MARKET, BY ENTERPRISES,
2021−2024 (USD MILLION) 200
TABLE 178 ASIA PACIFIC: AI INFERENCE MARKET, BY ENTERPRISES,
2025−2030 (USD MILLION) 201
TABLE 179 CHINA: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 202
TABLE 180 CHINA: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 202
TABLE 181 CHINA: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 202
TABLE 182 CHINA: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 202
TABLE 183 CHINA: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 203
TABLE 184 CHINA: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 203
TABLE 185 JAPAN: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 204
TABLE 186 JAPAN: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 204
TABLE 187 JAPAN: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 204
TABLE 188 JAPAN: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 204
TABLE 189 JAPAN: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 205
TABLE 190 JAPAN: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 205
TABLE 191 INDIA: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 206
TABLE 192 INDIA: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 206
TABLE 193 INDIA: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 206
TABLE 194 INDIA: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 206
TABLE 195 INDIA: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 207
TABLE 196 INDIA: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 207
TABLE 197 SOUTH KOREA: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 208
TABLE 198 SOUTH KOREA: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 208
TABLE 199 SOUTH KOREA: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 208
TABLE 200 SOUTH KOREA: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 208
TABLE 201 SOUTH KOREA: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 209
TABLE 202 SOUTH KOREA: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 209
TABLE 203 REST OF ASIA PACIFIC: AI INFERENCE MARKET, BY COMPUTE,
2021−2024 (USD MILLION) 209
TABLE 204 REST OF ASIA PACIFIC: AI INFERENCE MARKET, BY COMPUTE,
2025−2030 (USD MILLION) 210
TABLE 205 REST OF ASIA PACIFIC: AI INFERENCE MARKET, BY MEMORY,
2021−2024 (USD MILLION) 210
TABLE 206 REST OF ASIA PACIFIC: AI INFERENCE MARKET, BY MEMORY,
2025−2030 (USD MILLION) 210
TABLE 207 REST OF ASIA PACIFIC: AI INFERENCE MARKET, BY NETWORK,
2021−2024 (USD MILLION) 210
TABLE 208 REST OF ASIA PACIFIC: AI INFERENCE MARKET, BY NETWORK,
2025−2030 (USD MILLION) 211
TABLE 209 ROW: AI INFERENCE MARKET, BY COUNTRY, 2021−2024 (USD MILLION) 213
TABLE 210 ROW: AI INFERENCE MARKET, BY COUNTRY, 2025−2030 (USD MILLION) 213
TABLE 211 ROW: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 213
TABLE 212 ROW: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 214
TABLE 213 ROW: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 214
TABLE 214 ROW: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 214
TABLE 215 ROW: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 214
TABLE 216 ROW: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 214
TABLE 217 ROW: AI INFERENCE MARKET, BY APPLICATION, 2021−2024 (USD MILLION) 215
TABLE 218 ROW: AI INFERENCE MARKET, BY APPLICATION, 2025−2030 (USD MILLION) 215
TABLE 219 ROW: AI INFERENCE MARKET FOR GENERATIVE AI, BY TYPE,
2021−2024 (USD MILLION) 215
TABLE 220 ROW: AI INFERENCE MARKET FOR GENERATIVE AI, BY TYPE,
2025−2030 (USD MILLION) 216
TABLE 221 ROW: AI INFERENCE MARKET, BY END USER, 2021−2024 (USD MILLION) 216
TABLE 222 ROW: AI INFERENCE MARKET, BY END USER, 2025−2030 (USD MILLION) 216
TABLE 223 ROW: AI INFERENCE MARKET, BY ENTERPRISES, 2021−2024 (USD MILLION) 217
TABLE 224 ROW: AI INFERENCE MARKET, BY ENTERPRISES, 2025−2030 (USD MILLION) 217
TABLE 225 MIDDLE EAST: AI INFERENCE MARKET, BY COUNTRY, 2021−2024 (USD MILLION) 218
TABLE 226 MIDDLE EAST: AI INFERENCE MARKET, BY COUNTRY, 2025−2030 (USD MILLION) 218
TABLE 227 MIDDLE EAST: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 219
TABLE 228 MIDDLE EAST: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 219
TABLE 229 MIDDLE EAST: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 219
TABLE 230 MIDDLE EAST: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 219
TABLE 231 MIDDLE EAST: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 220
TABLE 232 MIDDLE EAST: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 220
TABLE 233 AFRICA: AI INFERENCE MARKET, BY COMPUTE, 2021−2024 (USD MILLION) 221
TABLE 234 AFRICA: AI INFERENCE MARKET, BY COMPUTE, 2025−2030 (USD MILLION) 222
TABLE 235 AFRICA: AI INFERENCE MARKET, BY MEMORY, 2021−2024 (USD MILLION) 222
TABLE 236 AFRICA: AI INFERENCE MARKET, BY MEMORY, 2025−2030 (USD MILLION) 222
TABLE 237 AFRICA: AI INFERENCE MARKET, BY NETWORK, 2021−2024 (USD MILLION) 222
TABLE 238 AFRICA: AI INFERENCE MARKET, BY NETWORK, 2025−2030 (USD MILLION) 222
TABLE 239 SOUTH AMERICA: AI INFERENCE MARKET, BY COMPUTE,
2021−2024 (USD MILLION) 223
TABLE 240 SOUTH AMERICA: AI INFERENCE MARKET, BY COMPUTE,
2025−2030 (USD MILLION) 223
TABLE 241 SOUTH AMERICA: AI INFERENCE MARKET, BY MEMORY,
2021−2024 (USD MILLION) 224
TABLE 242 SOUTH AMERICA: AI INFERENCE MARKET, BY MEMORY,
2025−2030 (USD MILLION) 224
TABLE 243 SOUTH AMERICA: AI INFERENCE MARKET, BY NETWORK,
2021−2024 (USD MILLION) 224
TABLE 244 SOUTH AMERICA: AI INFERENCE MARKET, BY NETWORK,
2025−2030 (USD MILLION) 224
TABLE 245 AI INFERENCE MARKET: OVERVIEW OF STRATEGIES ADOPTED
BY KEY PLAYERS, 2020–2024 225
TABLE 246 COMPUTE MARKET: DEGREE OF COMPETITION 229
TABLE 247 MEMORY (HBM) MARKET: DEGREE OF COMPETITION 231
TABLE 248 AI INFERENCE MARKET: COMPUTE FOOTPRINT 237
TABLE 249 AI INFERENCE MARKET: MEMORY FOOTPRINT 238
TABLE 250 AI INFERENCE MARKET: NETWORK FOOTPRINT 238
TABLE 251 AI INFERENCE MARKET: DEPLOYMENT FOOTPRINT 239
TABLE 252 AI INFERENCE MARKET: APPLICATION FOOTPRINT 240
TABLE 253 AI INFERENCE MARKET: END USER FOOTPRINT 241
TABLE 254 AI INFERENCE MARKET: REGION FOOTPRINT 242
TABLE 255 AI INFERENCE MARKET: DETAILED LIST OF KEY STARTUPS/SMES, 2024 245
TABLE 256 AI INFERENCE MARKET: COMPETITIVE BENCHMARKING OF
KEY STARTUPS/SMES, 2024 246
TABLE 257 AI INFERENCE MARKET: PRODUCT LAUNCHES, JANUARY 2020–OCTOBER 2024 247
TABLE 258 AI INFERENCE MARKET: DEALS, JANUARY 2020–OCTOBER 2024 259
TABLE 259 NVIDIA CORPORATION: COMPANY OVERVIEW 272
TABLE 260 NVIDIA CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 273
TABLE 261 NVIDIA CORPORATION: PRODUCT LAUNCHES 276
TABLE 262 NVIDIA CORPORATION: DEALS 278
TABLE 263 ADVANCED MICRO DEVICES, INC.: COMPANY OVERVIEW 281
TABLE 264 ADVANCED MICRO DEVICES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 282
TABLE 265 ADVANCED MICRO DEVICES, INC.: PRODUCT LAUNCHES 284
TABLE 266 ADVANCED MICRO DEVICES, INC.: DEALS 286
TABLE 267 INTEL CORPORATION: COMPANY OVERVIEW 289
TABLE 268 INTEL CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 290
TABLE 269 INTEL CORPORATION: PRODUCT LAUNCHES 292
TABLE 270 INTEL CORPORATION: DEALS 294
TABLE 271 SK HYNIX INC.: COMPANY OVERVIEW 297
TABLE 272 SK HYNIX INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 298
TABLE 273 SK HYNIX INC.: PRODUCT LAUNCHES 299
TABLE 274 SK HYNIX INC.: DEALS 300
TABLE 275 SAMSUNG: COMPANY OVERVIEW 302
TABLE 276 SAMSUNG: PRODUCTS/SOLUTIONS/SERVICES OFFERED 303
TABLE 277 SAMSUNG: PRODUCT LAUNCHES 306
TABLE 278 SAMSUNG: DEALS 308
TABLE 279 MICRON TECHNOLOGY, INC.: COMPANY OVERVIEW 310
TABLE 280 MICRON TECHNOLOGY, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 311
TABLE 281 MICRON TECHNOLOGY, INC.: PRODUCT LAUNCHES 312
TABLE 282 MICRON TECHNOLOGY, INC.: DEALS 314
TABLE 283 APPLE INC.: COMPANY OVERVIEW 315
TABLE 284 APPLE INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 316
TABLE 285 APPLE INC.: PRODUCT LAUNCHES 317
TABLE 286 APPLE INC.: DEALS 319
TABLE 287 QUALCOMM TECHNOLOGIES, INC.: COMPANY OVERVIEW 320
TABLE 288 QUALCOMM TECHNOLOGIES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 321
TABLE 289 QUALCOMM TECHNOLOGIES, INC.: PRODUCT LAUNCHES 323
TABLE 290 QUALCOMM TECHNOLOGIES, INC.: DEALS 324
TABLE 291 HUAWEI TECHNOLOGIES CO., LTD.: COMPANY OVERVIEW 326
TABLE 292 HUAWEI TECHNOLOGIES CO., LTD.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 327
TABLE 293 HUAWEI TECHNOLOGIES CO., LTD.: PRODUCT LAUNCHES 328
TABLE 294 HUAWEI TECHNOLOGIES CO., LTD.: DEALS 328
TABLE 295 GOOGLE: COMPANY OVERVIEW 329
TABLE 296 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 330
TABLE 297 GOOGLE: PRODUCT LAUNCHES 331
TABLE 298 GOOGLE: DEALS 332
TABLE 299 AMAZON WEB SERVICES, INC.: COMPANY OVERVIEW 333
TABLE 300 AMAZON WEB SERVICES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 334
TABLE 301 AMAZON WEB SERVICES, INC.: PRODUCT LAUNCHES 334
TABLE 302 AMAZON WEB SERVICES, INC.: DEALS 335
TABLE 303 TESLA: COMPANY OVERVIEW 337
TABLE 304 TESLA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 338
TABLE 305 MICROSOFT: COMPANY OVERVIEW 339
TABLE 306 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 340
TABLE 307 MICROSOFT: PRODUCT LAUNCHES 341
TABLE 308 MICROSOFT: DEALS 341
TABLE 309 META: COMPANY OVERVIEW 342
TABLE 310 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED 343
TABLE 311 META: PRODUCT LAUNCHES 344
TABLE 312 META: DEALS 344
TABLE 313 T-HEAD: COMPANY OVERVIEW 345
TABLE 314 T-HEAD: PRODUCTS/SOLUTIONS/SERVICES OFFERED 345
TABLE 315 GRAPHCORE: COMPANY OVERVIEW 346
TABLE 316 GRAPHCORE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 346
TABLE 317 GRAPHCORE: PRODUCT LAUNCHES 347
TABLE 318 GRAPHCORE: DEALS 347
TABLE 319 CEREBRAS: COMPANY OVERVIEW 348
TABLE 320 CEREBRAS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 348
TABLE 321 CEREBRAS: PRODUCT LAUNCHES 349
TABLE 322 CEREBRAS: DEALS 349
LIST OF FIGURES
FIGURE 1 AI INFERENCE MARKET: SEGMENTATION AND REGIONAL SCOPE 32
FIGURE 2 AI INFERENCE MARKET: RESEARCH DESIGN 35
FIGURE 3 AI INFERENCE MARKET: RESEARCH FLOW 41
FIGURE 4 REVENUE GENERATED FROM SALES OF AI INFERENCE OFFERINGS IN 2024 42
FIGURE 5 AI INFERENCE MARKET: REVENUE ANALYSIS OF NVIDIA CORPORATION 43
FIGURE 6 AI INFERENCE MARKET: BOTTOM-UP APPROACH 43
FIGURE 7 AI INFERENCE MARKET: TOP-DOWN APPROACH 45
FIGURE 8 AI INFERENCE MARKET: DATA TRIANGULATION 46
FIGURE 9 GPU SEGMENT TO DOMINATE AI INFERENCE MARKET DURING FORECAST PERIOD 50
FIGURE 10 DDR SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 50
FIGURE 11 NIC/NETWORK ADAPTERS SEGMENT TO LEAD MARKET IN 2030 51
FIGURE 12 CLOUD SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE DURING
FORECAST PERIOD 52
FIGURE 13 MACHINE LEARNING SEGMENT ACCOUNTS FOR LARGEST MARKET
SHARE IN 2025 52
FIGURE 14 CLOUD SERVICE PROVIDERS SEGMENT DOMINATES AI INFERENCE
MARKET IN 2025 53
FIGURE 15 NORTH AMERICA ACCOUNTED FOR LARGEST SHARE OF GLOBAL
AI INFERENCE MARKET IN 2024 53
FIGURE 16 RISING DEMAND FOR AI INFERENCE CHIPS AMONG CLOUD SERVICE
PROVIDERS TO DRIVE MARKET 55
FIGURE 17 GPU SEGMENT TO DOMINATE MARKET DURING FORECAST PERIOD 55
FIGURE 18 HBM SEGMENT TO LEAD MARKET DURING FORECAST PERIOD 56
FIGURE 19 NIC/NETWORK ADAPTERS TO REGISTER HIGHER CAGR FORECAST PERIOD 56
FIGURE 20 ON-PREMISES SEGMENT TO WITNESS HIGHEST GROWTH DURING
FORECAST PERIOD 57
FIGURE 21 GENERATIVE AI SEGMENT TO REGISTER HIGHEST CAGR DURING
FORECAST PERIOD 57
FIGURE 22 CLOUD SERVICE PROVIDERS SEGMENT TO BE LARGEST END USER
OF AI INFERENCE IN 2030 58
FIGURE 23 ASIA PACIFIC TO BE FASTEST-GROWING MARKET DURING FORECAST PERIOD 58
FIGURE 24 CHINA TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 59
FIGURE 25 AI INFERENCE MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES,
AND CHALLENGES 60
FIGURE 26 IMPACT ANALYSIS: DRIVERS 63
FIGURE 27 NVIDIA’S DATA CENTER GPU POWER CONSUMPTION IN TDP
(THERMAL DESIGN POWER) 64
FIGURE 28 INTEL’S DATA CENTER GPU POWER CONSUMPTION IN TDP
(THERMAL DESIGN POWER) 64
FIGURE 29 IMPACT ANALYSIS: RESTRAINTS 65
FIGURE 30 APPLICATIONS OF AI IN HEALTHCARE SERVICES 66
FIGURE 31 IMPACT ANALYSIS: OPPORTUNITIES 68
FIGURE 32 IMPACT ANALYSIS: CHALLENGES 69
FIGURE 33 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 70
FIGURE 34 INDICATIVE PRICING OF COMPUTE OFFERED BY KEY PLAYERS, 2024 71
FIGURE 35 AVERAGE SELLING PRICE TREND OF GPU, BY REGION, 2021–2024 72
FIGURE 36 AVERAGE SELLING PRICE TREND OF CPU, BY REGION, 2021–2024 72
FIGURE 37 AVERAGE SELLING PRICE TREND OF FPGA, BY REGION, 2021–2024 73
FIGURE 38 AI INFERENCE MARKET: VALUE CHAIN ANALYSIS 74
FIGURE 39 AI INFERENCE MARKET: ECOSYSTEM ANALYSIS 76
FIGURE 40 INVESTMENT AND FUNDING IN AI INDUSTRY, 2023–2024 (USD MILLION) 77
FIGURE 41 NVIDIA AI CHIPS WITH HIGH-BANDWIDTH MEMORY 79
FIGURE 42 PATENTS APPLIED AND GRANTED, 2014–2024 88
FIGURE 43 IMPORT DATA FOR HS CODE 854231-COMPLIANT PRODUCTS FOR TOP FIVE COUNTRIES, 2019–2023 89
FIGURE 44 EXPORT DATA FOR HS CODE 854231-COMPLIANT PRODUCTS FOR TOP FIVE COUNTRIES, 2019–2023 90
FIGURE 45 PORTER’S FIVE FORCES ANALYSIS: AI INFERENCE MARKET 101
FIGURE 46 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR
TOP THREE END USERS 103
FIGURE 47 KEY BUYING CRITERIA FOR TOP THREE END USERS 104
FIGURE 48 CPU SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 106
FIGURE 49 HBM SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE
DURING FORECAST PERIOD 119
FIGURE 50 NIC/NETWORK ADAPTERS TO REGISTER HIGHER CAGR DURING
FORECAST PERIOD 125
FIGURE 51 OM-PREMISES DEPLOYMENT TO EXHIBIT HIGHEST CAGR DURING
FORECAST PERIOD 131
FIGURE 52 GENERATIVE AI TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 136
FIGURE 53 ENTERPRISES SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 148
FIGURE 54 ASIA PACIFIC TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 160
FIGURE 55 NORTH AMERICA: AI INFERENCE MARKET SNAPSHOT 162
FIGURE 56 US TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 162
FIGURE 57 EUROPE: AI INFERENCE MARKET SNAPSHOT 175
FIGURE 58 GERMANY TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 176
FIGURE 59 ASIA PACIFIC: AI INFERENCE MARKET SNAPSHOT 195
FIGURE 60 CHINA TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 196
FIGURE 61 ROW: AI INFERENCE MARKET SNAPSHOT 212
FIGURE 62 MIDDLE EAST TO BE FASTEST-GROWING AI INFERENCE MARKET IN ROW DURING FORECAST PERIOD 212
FIGURE 63 AI INFERENCE MARKET: REVENUE ANALYSIS OF TOP THREE PLAYERS,
2020–2024 227
FIGURE 64 COMPUTE MARKET SHARE, 2024 228
FIGURE 65 MEMORY (HBM) MARKET SHARE, 2024 231
FIGURE 66 AI INFERENCE MARKET: COMPANY VALUATION, 2025 232
FIGURE 67 AI INFERENCE MARKET: FINANCIAL METRICS (EV/EBITDA), 2025 233
FIGURE 68 AI INFERENCE MARKET: BRAND/PRODUCT COMPARISON 233
FIGURE 69 AI INFERENCE MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2024 235
FIGURE 70 AI INFERENCE MARKET: COMPANY FOOTPRINT 236
FIGURE 71 AI INFERENCE MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2024 244
FIGURE 72 NVIDIA CORPORATION: COMPANY SNAPSHOT 273
FIGURE 73 ADVANCED MICRO DEVICES, INC.: COMPANY SNAPSHOT 282
FIGURE 74 INTEL CORPORATION: COMPANY SNAPSHOT 290
FIGURE 75 SK HYNIX INC.: COMPANY SNAPSHOT 298
FIGURE 76 SAMSUNG: COMPANY SNAPSHOT 303
FIGURE 77 MICRON TECHNOLOGY, INC.: COMPANY SNAPSHOT 311
FIGURE 78 APPLE INC.: COMPANY SNAPSHOT 316
FIGURE 79 QUALCOMM TECHNOLOGIES, INC.: COMPANY SNAPSHOT 321
FIGURE 80 HUAWEI TECHNOLOGIES CO., LTD.: COMPANY SNAPSHOT 327
FIGURE 81 GOOGLE: COMPANY SNAPSHOT 330
FIGURE 82 AMAZON WEB SERVICES, INC.: COMPANY SNAPSHOT 333
FIGURE 83 TESLA: COMPANY SNAPSHOT 338
FIGURE 84 MICROSOFT: COMPANY SNAPSHOT 340
FIGURE 85 META: COMPANY SNAPSHOT 343
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