AIインフラストラクチャ市場:オファリング(ハードウェア、サーバーソフトウェア)、テクノロジー(機械学習、深層学習)、機能(学習、推論)、デプロイメントタイプ(オンプレミス、ハイブリッド、クラウド)、エンドユーザー、地域別 - 2027年までの世界市場予測AI Infrastructure Market by Offering (Hardware, Server Software), Technology (Machine Learning, Deep Learning), Function (Training, Inference), Deployment Type (On-premises, Hybrid, Cloud), End user and Region - Global Forecast to 2027 世界のAIインフラストラクチャ市場は、2022年の287億米ドルから2027年には966億米ドルへと、2022年から2027年の予測期間中に27.5%のCAGRで成長すると予測されます。この市場の成長は、COVID-19の大流行によるAI導... もっと見る
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サマリー世界のAIインフラストラクチャ市場は、2022年の287億米ドルから2027年には966億米ドルへと、2022年から2027年の予測期間中に27.5%のCAGRで成長すると予測されます。この市場の成長は、COVID-19の大流行によるAI導入の増加、クラウドベースの機械学習プラットフォームの採用拡大、データトラフィックの増加と高い計算能力の必要性、AIデータセンターにおける並列計算への注目の高まり、業界を超えたパートナーシップやコラボレーションの増加、ますます大規模で複雑なデータセットなどの要因によってもたらされています。予測期間中、AIインフラストラクチャ市場で最も高い成長率を占めるのはクラウド展開セグメント クラウド展開モードは、予測期間中に最も高い成長率を占めると予想される。クラウド展開モードは、運用コストの削減、手間のかからない展開、高い拡張性、容易なデータアクセス、重要なデータへの迅速なアクセス、低い資本要件などの利点を提供します。 予測期間中、北米のAIインフラストラクチャ市場で米国が最大シェアを占める 米国は最大の市場シェアを占めており、2022年から2027年までの予測期間中も最大の地位を維持すると予想される。同国は、世界でも有数のAI技術導入国である。また、同国にはInternational Business Machines Corporation、Google LLC、Microsoft Corporation、NVIDIA Corporation、Intel Corporation、Meta Platforms, Inc、MetaMind Inc、Tute Genomics、Amazon.com, Incといった著名なAI技術プロバイダーが存在し、この地域におけるAIインフラ市場の成長を押し上げている。 主な参加企業の内訳 - 企業タイプ別。ティア1=15%、ティア2=50%、ティア3=35 - 役職別Cレベルエグゼクティブ=45%、ディレクター=35%、その他=20 - 地域別北米=45%、欧州=35%、APAC=12%、RoW=8 AIインフラ市場の主要企業としては、NVIDIA Corporation(米国)、Intel Corporation(米国)、Oracle Corporation(米国)、Samsung Electronics Co.(韓国)、Micron Technology, Inc(米国)、Advanced Micro Devices, Inc(米国)、International Business Machines (IBM) Corporation(米国)、Google LLC(米国)、Microsoft Corporation(米国)、Amazon Web Services, Inc(米国)、SK Hynix, Inc(韓国)、MIPS(米国)、株式会社東芝(日本)、Imagination Technologies(英国)、Cambricon Technologies Corp.Ltd.(中国)、Graphcore(英国)、Gyrfalcon Technology Inc(米国)、Cadence Design Systems, Inc(米国)、Tenstorrent Inc(米国)、Cisco Systems, Inc(米国)、Arm Limited(米国)、Dell Technologies(米国)、Hewlett Packard Enterprise(米国)、Synopsys, Inc(米国)およびSenseTime Group Inc(中国)がAIインフラ市場で事業を行う主要プレイヤーとして挙げられます。 調査対象範囲 本レポートでは、AIインフラストラクチャ市場を、オファリング、機能、技術、展開タイプ、エンドユーザー、地域に基づいて区分しています。また、市場に関連する推進要因、抑制要因、機会、課題についても論じています。本レポートでは、北米、欧州、APAC、RoWの4つの主要地域における市場の詳細なビューを提供しています。バリューチェーン分析は、AIインフラストラクチャのエコシステムにおける主要なプレーヤーとその競争分析とともに、報告書に含まれています。 レポートを購入する主なメリット - 本レポートには、オファリング、機能、技術、デプロイメントタイプ、エンドユーザー、地域に基づくAIインフラストラクチャ市場の統計と、それぞれの市場規模を掲載しています。 - バリューチェーン分析および主要な業界動向は、市場に対して提供されています。 - AIインフラストラクチャ市場の主要な促進要因、阻害要因、機会、課題については、本レポートで詳細に説明しています。 - 本レポートは、ステークホルダーが競合他社をよりよく理解し、市場での地位を高めるためのより多くの洞察を得るのに役立つだろう。競合環境のセクションでは、競合他社のエコシステムと、製品の発売/開発、契約/コラボレーション/協定/買収など、市場の主要企業が採用した最近の開発戦略が含まれています。 目次1 INTRODUCTION 291.1 STUDY OBJECTIVES 29 1.2 MARKET DEFINITION 29 1.3 STUDY SCOPE 30 1.3.1 MARKETS COVERED 30 FIGURE 1 MARKET SEGMENTATION: AI INFRASTRUCTURE MARKET 30 1.3.2 REGIONAL SCOPE 30 1.3.3 YEARS CONSIDERED 31 1.4 INCLUSIONS AND EXCLUSIONS 31 1.5 CURRENCY 32 1.6 STAKEHOLDERS 32 1.7 SUMMARY OF CHANGES 32 2 RESEARCH METHODOLOGY 33 2.1 RESEARCH DATA 33 FIGURE 2 RESEARCH DESIGN 33 2.1.1 SECONDARY & PRIMARY RESEARCH 35 2.1.1.1 Key industry insights 35 2.1.2 SECONDARY DATA 36 2.1.2.1 List of major secondary sources 36 2.1.2.2 Secondary sources 37 2.1.3 PRIMARY DATA 37 2.1.3.1 Breakdown of primary interviews 37 2.1.3.2 Primary interviews with experts 38 2.1.3.3 Key data from primary sources 38 2.2 MARKET SIZE ESTIMATION 38 2.2.1 BOTTOM-UP APPROACH 39 FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 39 2.2.2 TOP-DOWN APPROACH 39 FIGURE 4 APPROACH FOR CAPTURING MARKET SIZE FROM SUPPLY-SIDE 40 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 40 2.3 MARKET BREAKDOWN & DATA TRIANGULATION 41 FIGURE 6 DATA TRIANGULATION: AI INFRASTRUCTURE MARKET 41 2.4 RESEARCH ASSUMPTIONS 42 2.5 LIMITATIONS 42 2.6 RISK ASSESSMENT 43 3 EXECUTIVE SUMMARY 44 FIGURE 7 HARDWARE SEGMENT ESTIMATED TO HOLD LARGER SHARE OF AI INFRASTRUCTURE MARKET 45 FIGURE 8 CLOUD SERVICE PROVIDERS SEGMENT TO HOLD LARGEST SHARE OF AI INFRASTRUCTURE MARKET DURING FORECAST PERIOD 45 FIGURE 9 AI INFRASTRUCTURE MARKET IN ASIA PACIFIC TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 46 4 PREMIUM INSIGHTS 47 4.1 MAJOR OPPORTUNITIES IN AI INFRASTRUCTURE MARKET 47 FIGURE 10 INCREASING ADOPTION OF CLOUD MACHINE LEARNING IN HIGH-PERFORMANCE COMPUTING DATA CENTERS EXPECTED TO DRIVE MARKET 47 4.2 AI INFRASTRUCTURE MARKET FOR HARDWARE, BY OFFERING 47 FIGURE 11 AI INFRASTRUCTURE MARKET FOR PROCESSOR TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 47 4.3 AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE 48 FIGURE 12 AI INFRASTRUCTURE MARKET FOR CLOUD TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 48 4.4 AI INFRASTRUCTURE MARKET IN ASIA PACIFIC, BY END USER AND COUNTRY 48 FIGURE 13 CLOUD SERVICE PROVIDERS TO ACCOUNT FOR LARGEST SHARE OF MARKET DURING FORECAST PERIOD 48 4.5 AI INFRASTRUCTURE MARKET, BY COUNTRY 49 FIGURE 14 AI INFRASTRUCTURE MARKET IN CHINA TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 49 5 MARKET OVERVIEW 50 5.1 INTRODUCTION 50 5.2 MARKET DYNAMICS 50 FIGURE 15 AI INFRASTRUCTURE MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 50 5.2.1 DRIVERS 51 5.2.1.1 Increasing data traffic and need for high computing power 51 5.2.1.2 Growing adoption of cloud machine learning platform 51 FIGURE 16 AI ADOPTION BY ORGANIZATIONS GLOBALLY, 2020-2021 51 5.2.1.3 Increasingly large and complex dataset 52 TABLE 1 MOBILE DATA TRAFFIC PER SMARTPHONE (GB/MONTH) 52 5.2.1.4 Rising focus on parallel computing in AI data centers 53 5.2.1.5 Increasing cross-industry partnerships and collaborations 54 TABLE 2 RECENT DEVELOPMENTS PERTAINING TO INDUSTRY PARTNERSHIPS 54 5.2.1.6 Growing adoption of AI due to COVID-19 55 FIGURE 17 NUMBER OF DATA CENTERS WORLDWIDE IN 2022, BY COUNTRY 55 FIGURE 18 IMPACT ANALYSIS OF DRIVERS ON AI INFRASTRUCTURE MARKET 56 5.2.2 RESTRAINTS 56 5.2.2.1 Lack of AI hardware experts and skilled workforce 56 FIGURE 19 IMPACT ANALYSIS OF RESTRAINTS ON AI INFRASTRUCTURE MARKET 57 5.2.3 OPPORTUNITIES 57 5.2.3.1 Surging demand for FPGA-based accelerators 57 TABLE 3 RECENT DEVELOPMENTS IN FPGA 57 5.2.3.2 Rising need for co-processors due to slowdown of Moore's Law 57 5.2.3.3 Growing potential of AI-based tools for elderly care 58 FIGURE 20 IMPACT ANALYSIS OF OPPORTUNITIES IN AI INFRASTRUCTURE MARKET 58 5.2.4 CHALLENGES 58 5.2.4.1 Concerns regarding data privacy in AI platforms 58 FIGURE 21 HEALTHCARE DATA BREACHES OF 500 OR MORE RECORDS 59 5.2.4.2 Unreliability of AI algorithms 59 5.2.4.3 Availability of limited structured data to train and develop efficient AI systems 59 FIGURE 22 IMPACT ANALYSIS OF CHALLENGES ON AI INFRASTRUCTURE MARKET 60 5.3 TRENDS/DISRUPTIONS IMPACTING CUSTOMER'S BUSINESS 60 5.3.1 REVENUE SHIFT & NEW REVENUE POCKETS FOR AI INFRASTRUCTURE PROVIDERS 60 FIGURE 23 REVENUE SHIFT FOR AI INFRASTRUCTURE MARKET 60 5.4 PRICING ANALYSIS 61 5.4.1 AVERAGE SELLING PRICES OF KEY PLAYERS, BY OFFERING 61 FIGURE 24 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP 3 HARDWARE PRODUCTS 61 TABLE 4 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP 3 HARDWARE PRODUCTS (USD) 61 5.4.2 AVERAGE SELLING PRICE TREND 61 FIGURE 25 AI INFRASTRUCTURE MARKET: AVERAGE PRICE OF PROCESSOR 62 FIGURE 26 AI INFRASTRUCTURE MARKET: AVERAGE PRICE OF MEMORY 62 FIGURE 27 AI INFRASTRUCTURE MARKET: AVERAGE PRICE OF NETWORK 63 5.5 VALUE CHAIN ANALYSIS 63 FIGURE 28 VALUE CHAIN ANALYSIS: MAJOR VALUE ADDED BY HARDWARE AND SOFTWARE PROVIDERS 64 5.6 ECOSYSTEM/MARKET MAP 65 TABLE 5 AI INFRASTRUCTURE MARKET: ECOSYSTEM 65 5.7 TECHNOLOGY ANALYSIS 66 TABLE 6 COMPARISON OF AI CHIP TYPE 67 5.7.1 CLOUD GPU 67 5.8 CASE STUDY ANALYSIS 68 5.8.1 KIA MOTORS AMERICA RELIES ON ADVANCED ANALYTICS AND AI SOLUTIONS FROM SAS TO IMPROVE PRODUCTS AND SERVICES 68 5.8.2 VULCAN AI USES AI VISION AND DEEP LEARNING TO CREATE SAFER WORKPLACE 68 5.8.3 ORTOBOM BOOSTS AGILITY, SERVES CUSTOMERS FASTER WITH ORACLE CLOUD INFRASTRUCTURE 69 5.8.4 BRAZILIAN BANK BRADESCO GIVING PERSONAL ATTENTION TO 65 MILLION CUSTOMERS WITH WATSON 69 5.8.5 ACCENTURE, ALONG WITH MICROSOFT, WORKED FOR GOVERNMENT OF INDIA TO DEVELOP AI TOOL FOR PANDEMIC 70 5.9 PATENT ANALYSIS 70 FIGURE 29 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS 70 TABLE 7 TOP 10 PATENT OWNERS IN US IN LAST 10 YEARS 71 FIGURE 30 NUMBER OF PATENTS GRANTED PER YEAR FROM 2011 TO 2021 71 5.9.1 LIST OF MAJOR PATENTS 72 TABLE 8 LIST OF MAJOR PATENTS IN AI INFRASTRUCTURE MARKET 72 5.10 TRADE AND TARIFF ANALYSIS 74 5.10.1 TRADE ANALYSIS 74 5.10.1.1 Trade data for HS code 854231 74 FIGURE 31 IMPORT DATA, BY COUNTRY, 2017−2021 (USD BILLION) 74 FIGURE 32 EXPORT DATA, BY COUNTRY, 2017−2021 (USD BILLION) 74 5.10.2 TARIFF ANALYSIS 75 TABLE 9 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY US, 2021 75 TABLE 10 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY CHINA, 2021 75 TABLE 11 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY HONG KONG, CHINA, 2021 76 TABLE 12 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY SINGAPORE, 2021 76 TABLE 13 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY MALAYSIA, 2021 76 5.11 KEY CONFERENCES AND EVENTS DURING 2022–2023 77 TABLE 14 AI INFRASTRUCTURE MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 77 5.12 REGULATORY LANDSCAPE 78 5.12.1 EXPORT-IMPORT REGULATIONS 78 5.12.2 RESTRICTION ON HAZARDOUS SUBSTANCES (ROHS) AND WASTE ELECTRICAL AND ELECTRONIC EQUIPMENT (WEEE) 79 5.12.3 REGISTRATION, EVALUATION, AUTHORISATION, AND RESTRICTION OF CHEMICALS (REACH) 79 5.12.4 GENERAL DATA PROTECTION REGULATION (GDPR) 80 5.13 PORTER'S FIVE FORCES ANALYSIS 80 TABLE 15 IMPACT OF PORTER'S FIVE FORCES ON AI INFRASTRUCTURE MARKET 80 FIGURE 33 PORTER'S FIVE FORCES ANALYSIS: AI INFRASTRUCTURE MARKET 81 5.13.1 THREAT OF NEW ENTRANTS 81 5.13.2 THREAT OF SUBSTITUTES 82 5.13.3 BARGAINING POWER OF SUPPLIERS 82 5.13.4 BARGAINING POWER OF BUYERS 82 5.13.5 INTENSITY OF COMPETITION RIVALRY 82 5.14 KEY STAKEHOLDERS & BUYING CRITERIA 83 5.14.1 KEY STAKEHOLDERS IN BUYING PROCESS 83 FIGURE 34 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP 3 APPLICATIONS 83 TABLE 16 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP 3 APPLICATIONS (%) 83 5.14.2 BUYING CRITERIA 83 TABLE 17 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS 84 6 AI INFRASTRUCTURE MARKET, BY OFFERING 85 6.1 INTRODUCTION 86 FIGURE 35 HARDWARE OFFERINGS EXPECTED TO LEAD AI INFRASTRUCTURE MARKET DURING FORECAST PERIOD 86 TABLE 18 AI INFRASTRUCTURE MARKET, BY OFFERING, 2018–2021 (USD BILLION) 86 TABLE 19 AI INFRASTRUCTURE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 86 6.2 HARDWARE 87 TABLE 20 HARDWARE IN AI INFRASTRUCTURE MARKET, BY OFFERING, 2018–2021 (USD BILLION) 87 TABLE 21 HARDWARE IN AI INFRASTRUCTURE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 87 TABLE 22 HARDWARE IN AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE, 2018–2021 (USD BILLION) 87 TABLE 23 HARDWARE IN AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE, 2022–2027 (USD BILLION) 88 TABLE 24 HARDWARE IN AI INFRASTRUCTURE MARKET, BY FUNCTION, 2018–2021 (USD BILLION) 88 TABLE 25 HARDWARE IN AI INFRASTRUCTURE MARKET, BY FUNCTION, 2022–2027 (USD BILLION) 88 TABLE 26 HARDWARE IN AI INFRASTRUCTURE MARKET, BY TECHNOLOGY, 2018–2021 (USD BILLION) 88 TABLE 27 HARDWARE IN AI INFRASTRUCTURE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 89 TABLE 28 HARDWARE IN AI INFRASTRUCTURE MARKET, BY END USER, 2018–2021 (USD BILLION) 89 TABLE 29 HARDWARE IN AI INFRASTRUCTURE MARKET, BY END USER, 2022–2027 (USD BILLION) 89 6.2.1 PROCESSOR 89 TABLE 30 PROCESSORS IN AI INFRASTRUCTURE MARKET, BY HARDWARE, 2018–2021 (USD BILLION) 90 TABLE 31 PROCESSORS IN AI INFRASTRUCTURE MARKET, BY HARDWARE, 2022–2027 (USD BILLION) 90 TABLE 32 PROCESSORS IN AI INFRASTRUCTURE MARKET, BY HARDWARE, 2018–2021 (MILLION UNITS) 90 TABLE 33 PROCESSORS IN AI INFRASTRUCTURE MARKET, BY HARDWARE, 2022–2027 (MILLION UNITS) 91 6.2.1.1 CPU 91 6.2.1.1.1 CPU to account for largest share of AI infrastructure processor market during forecast period 91 6.2.1.2 GPU 91 6.2.1.2.1 NVIDIA is key provider of GPUs for AI infrastructure 91 6.2.1.3 FPGA 92 6.2.1.3.1 Xilinx and Intel are major providers of FPGAs for AI infrastructure 92 6.2.1.4 ASIC 92 6.2.1.4.1 ASIC expected to register highest CAGR during forecast period 92 6.2.2 MEMORY 93 6.2.2.1 High-bandwidth memory, independent of its computing architecture, developed and deployed for AI applications 93 6.2.3 STORAGE 93 6.2.3.1 Artificial intelligence and analytics tools used for sorting data 93 6.2.4 NETWORKING 94 6.2.4.1 NVIDIA, CISCO, and Intel are key providers of network interconnect adapters for AI applications 94 6.3 SERVER SOFTWARE 94 6.3.1 SOFTWARE INTEGRATED INTO EXISTING COMPUTER SYSTEMS PERFORMS COMPLEX OPERATIONS 94 TABLE 34 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE, 2018–2021 (USD BILLION) 95 TABLE 35 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE, 2022–2027 (USD BILLION) 95 TABLE 36 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY FUNCTION, 2018–2021 (USD BILLION) 95 TABLE 37 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY FUNCTION, 2022–2027 (USD BILLION) 95 TABLE 38 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY TECHNOLOGY, 2018–2021 (USD BILLION) 96 TABLE 39 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 96 TABLE 40 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY END USER, 2018–2021 (USD BILLION) 96 TABLE 41 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY END USER, 2022–2027 (USD BILLION) 96 7 AI INFRASTRUCTURE MARKET, BY TECHNOLOGY 97 7.1 INTRODUCTION 98 FIGURE 36 DEEP LEARNING TECHNOLOGY TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 98 TABLE 42 AI INFRASTRUCTURE MARKET, BY TECHNOLOGY, 2018–2021 (USD BILLION) 98 TABLE 43 AI INFRASTRUCTURE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 98 7.2 MACHINE LEARNING 99 7.2.1 MACHINE LEARNING ENABLES SYSTEMS TO IMPROVE PERFORMANCE AUTOMATICALLY WITH EXPERIENCE 99 TABLE 44 AI INFRASTRUCTURE MARKET FOR MACHINE LEARNING, BY OFFERING, 2018–2021 (USD BILLION) 100 TABLE 45 AI INFRASTRUCTURE MARKET FOR MACHINE LEARNING, BY OFFERING, 2022–2027 (USD BILLION) 100 7.3 DEEP LEARNING 100 7.3.1 DEEP LEARNING USES ARTIFICIAL NEURAL NETWORKS TO LEARN MULTIPLE LEVELS OF DATA 100 TABLE 46 AI INFRASTRUCTURE MARKET FOR DEEP LEARNING, BY OFFERING, 2018–2021 (USD BILLION) 101 TABLE 47 AI INFRASTRUCTURE MARKET FOR DEEP LEARNING, BY OFFERING, 2022–2027 (USD BILLION) 101 8 AI INFRASTRUCTURE MARKET, BY FUNCTION 102 8.1 INTRODUCTION 103 FIGURE 37 AI INFRASTRUCTURE MARKET FOR TRAINING FUNCTION TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 103 TABLE 48 AI INFRASTRUCTURE MARKET, BY FUNCTION, 2018–2021 (USD BILLION) 103 TABLE 49 AI INFRASTRUCTURE MARKET, BY FUNCTION, 2022–2027 (USD BILLION) 103 8.2 TRAINING 104 8.2.1 TRAINING COMPUTATIONALLY INTENSIVE, BEST ACCELERATED WITH GPUS 104 TABLE 50 AI INFRASTRUCTURE MARKET FOR TRAINING, BY OFFERING, 2018–2021 (USD BILLION) 104 TABLE 51 AI INFRASTRUCTURE MARKET FOR TRAINING, BY OFFERING, 2022–2027 (USD BILLION) 104 8.3 INFERENCE 104 8.3.1 ON-PREMISES INFERENCE PLATFORM ADOPTED TO GAIN FASTER RESULTS THAN CLOUD 104 TABLE 52 AI INFRASTRUCTURE MARKET FOR INFERENCE, BY OFFERING, 2018–2021 (USD BILLION) 105 TABLE 53 AI INFRASTRUCTURE MARKET FOR INFERENCE, BY OFFERING, 2022–2027 (USD BILLION) 105 9 AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE 106 9.1 INTRODUCTION 107 FIGURE 38 CLOUD DEPLOYMENT IN AI INFRASTRUCTURE MARKET TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 107 TABLE 54 AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE, 2018–2021 (USD BILLION) 107 TABLE 55 AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE, 2022–2027 (USD BILLION) 107 9.2 ON-PREMISES 108 9.2.1 DATA-SENSITIVE ENTERPRISES PREFER ON-PREMISES AI SOLUTIONS BASED ON ADVANCED NLP TECHNIQUES AND ML MODELS 108 TABLE 56 ON-PREMISES AI INFRASTRUCTURE MARKET, BY OFFERING, 2018–2021 (USD BILLION) 108 TABLE 57 ON-PREMISES AI INFRASTRUCTURE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 108 9.3 CLOUD 108 9.3.1 CLOUD-BASED AI SOLUTIONS PROVIDE FLEXIBLE AND ACCURATE REAL-TIME DATA 108 TABLE 58 CLOUD-BASED AI INFRASTRUCTURE MARKET, BY OFFERING, 2018–2021 (USD BILLION) 109 TABLE 59 CLOUD-BASED AI INFRASTRUCTURE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 109 9.4 HYBRID 110 9.4.1 HYBRID INFRASTRUCTURE ENABLES FASTER WORK PROCESSES, SAVES TIME AND MONEY 110 TABLE 60 HYBRID AI INFRASTRUCTURE MARKET, BY OFFERING, 2018–2021 (USD BILLION) 110 TABLE 61 HYBRID AI INFRASTRUCTURE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 110 10 AI INFRASTRUCTURE MARKET, BY END USER 111 10.1 INTRODUCTION 112 FIGURE 39 AI INFRASTRUCTURE MARKET, BY END USER (USD BILLION) 112 TABLE 62 AI INFRASTRUCTURE MARKET, BY END USER, 2018–2021 (USD BILLION) 112 TABLE 63 AI INFRASTRUCTURE MARKET, BY END USER, 2022–2027 (USD BILLION) 112 10.2 ENTERPRISES 113 10.2.1 UTILIZATION OF ADVANCED BIG DATA SOLUTIONS FOR OPERATIONAL DATA EXPLOSION FUELING REQUIREMENTS FOR AI-BASED SERVERS 113 TABLE 64 AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY REGION, 2018–2021 (USD BILLION) 114 TABLE 65 AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY REGION, 2022–2027 (USD BILLION) 114 TABLE 66 NORTH AMERICA: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY COUNTRY, 2018–2021 (USD BILLION) 114 TABLE 67 NORTH AMERICA: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY COUNTRY, 2022–2027 (USD BILLION) 114 TABLE 68 EUROPE: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY COUNTRY, 2018–2021 (USD BILLION) 115 TABLE 69 EUROPE: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY COUNTRY, 2022–2027 (USD BILLION) 115 TABLE 70 ASIA PACIFIC: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY COUNTRY, 2018–2021 (USD BILLION) 115 TABLE 71 ASIA PACIFIC: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY COUNTRY, 2022–2027 (USD BILLION) 116 TABLE 72 REST OF THE WORLD: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY REGION, 2018–2021 (USD BILLION) 116 TABLE 73 REST OF THE WORLD: AI INFRASTRUCTURE MARKET ENTERPRISES, BY REGION, 2022–2027 (USD BILLION) 116 10.3 GOVERNMENT ORGANIZATIONS 116 10.3.1 GOVERNMENTS WORKING TOWARD IMPLEMENTING AI TO PROTECT CRITICAL GOVERNMENT AND DEFENSE INFRASTRUCTURE 116 TABLE 74 AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY REGION, 2018–2021 (USD BILLION) 118 TABLE 75 AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY REGION, 2022–2027 (USD BILLION) 118 TABLE 76 NORTH AMERICA: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY COUNTRY, 2018–2021 (USD BILLION) 118 TABLE 77 NORTH AMERICA: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY COUNTRY, 2022–2027 (USD BILLION) 118 TABLE 78 EUROPE: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY COUNTRY, 2018–2021 (USD MILLION) 119 TABLE 79 EUROPE: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY COUNTRY, 2022–2027 (USD MILLION) 119 TABLE 80 ASIA PACIFIC: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY COUNTRY, 2018–2021 (USD BILLION) 119 TABLE 81 ASIA PACIFIC: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY COUNTRY, 2022–2027 (USD BILLION) 120 TABLE 82 REST OF THE WORLD: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY REGION, 2018–2021 (USD BILLION) 120 TABLE 83 REST OF THE WORLD: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY REGION, 2022–2027 (USD BILLION) 120 10.4 CLOUD SERVICE PROVIDERS (CSP) 120 10.4.1 CLOUD SERVICE PROVIDERS DELIVER INDUSTRY-SPECIFIC FUNCTIONALITY AND HELP MEET REGULATORY REQUIREMENTS 120 TABLE 84 AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY REGION, 2018–2021 (USD BILLION) 121 TABLE 85 AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY REGION, 2022–2027 (USD BILLION) 121 TABLE 86 NORTH AMERICA: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY COUNTRY, 2018–2021 (USD BILLION) 122 TABLE 87 NORTH AMERICA: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY COUNTRY, 2022–2027 (USD BILLION) 122 TABLE 88 EUROPE: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY COUNTRY, 2018–2021 (USD BILLION) 122 TABLE 89 EUROPE: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY COUNTRY, 2022–2027 (USD BILLION) 123 TABLE 90 ASIA PACIFIC: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY COUNTRY, 2018–2021 (USD BILLION) 123 TABLE 91 ASIA PACIFIC: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY COUNTRY, 2022–2027 (USD BILLION) 123 TABLE 92 REST OF THE WORLD: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY REGION, 2018–2021 (USD BILLION) 124 TABLE 93 REST OF THE WORLD: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY REGION, 2022–2027 (USD BILLION) 124 11 REGIONAL ANALYSIS 125 11.1 INTRODUCTION 126 FIGURE 40 AI INFRASTRUCTURE MARKET: BY REGION 126 FIGURE 41 ASIA PACIFIC TO WITNESS HIGHEST GROWTH IN AI INFRASTRUCTURE MARKET DURING FORECAST PERIOD 126 TABLE 94 AI INFRASTRUCTURE MARKET, BY REGION, 2018–2021 (USD BILLION) 127 TABLE 95 AI INFRASTRUCTURE MARKET, BY REGION, 2022–2027 (USD BILLION) 127 11.2 NORTH AMERICA 128 FIGURE 42 NORTH AMERICA: AI INFRASTRUCTURE MARKET, BY COUNTRY 128 FIGURE 43 NORTH AMERICA: SNAPSHOT OF AI INFRASTRUCTURE MARKET 129 TABLE 96 AI INFRASTRUCTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2018–2021 (USD BILLION) 129 TABLE 97 AI INFRASTRUCTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2022–2027 (USD BILLION) 130 TABLE 98 AI INFRASTRUCTURE MARKET IN NORTH AMERICA, BY END USER, 2018–2021 (USD BILLION) 130 TABLE 99 AI INFRASTRUCTURE MARKET IN NORTH AMERICA, BY END USER, 2022–2027 (USD BILLION) 130 11.2.1 US 130 11.2.1.1 Improved economy and high disposable income drive demand for modern technologies 130 TABLE 100 AI INFRASTRUCTURE MARKET IN US, BY END USER, 2018–2021 (USD BILLION) 131 TABLE 101 AI INFRASTRUCTURE MARKET IN US, BY END USER, 2022–2027 (USD BILLION) 132 11.2.2 CANADA 132 11.2.2.1 High adoption of AI technologies 132 TABLE 102 AI INFRASTRUCTURE MARKET IN CANADA, BY END USER, 2018–2021 (USD BILLION) 133 TABLE 103 AI INFRASTRUCTURE MARKET IN CANADA, BY END USER, 2022–2027 (USD BILLION) 133 11.2.3 MEXICO 133 11.2.3.1 Growing penetration of AI in security and BFSI industries 133 TABLE 104 AI INFRASTRUCTURE MARKET IN MEXICO, BY END USER, 2018–2021 (USD BILLION) 134 TABLE 105 AI INFRASTRUCTURE MARKET IN MEXICO, BY END USER, 2022–2027 (USD BILLION) 134 11.3 EUROPE 134 FIGURE 44 EUROPE: AI INFRASTRUCTURE MARKET, BY COUNTRY 135 FIGURE 45 EUROPE: SNAPSHOT OF AI INFRASTRUCTURE MARKET 135 TABLE 106 AI INFRASTRUCTURE MARKET IN EUROPE, BY COUNTRY, 2018–2021 (USD BILLION) 136 TABLE 107 AI INFRASTRUCTURE MARKET IN EUROPE, BY COUNTRY, 2022–2027 (USD BILLION) 136 TABLE 108 AI INFRASTRUCTURE MARKET IN EUROPE, BY END USER, 2018–2021 (USD BILLION) 136 TABLE 109 AI INFRASTRUCTURE MARKET IN EUROPE, BY END USER, 2022–2027 (USD BILLION) 136 11.3.1 UK 137 11.3.1.1 Government initiatives to increase adoption of AI 137 TABLE 110 AI INFRASTRUCTURE MARKET IN UK, BY END USER, 2018–2021 (USD BILLION) 138 TABLE 111 AI INFRASTRUCTURE MARKET IN UK, BY END USER, 2022–2027 (USD BILLION) 138 11.3.2 GERMANY 138 11.3.2.1 Adoption of cloud computing and Industry 4.0 to increase demand for data centers 138 TABLE 112 AI INFRASTRUCTURE MARKET IN GERMANY, BY END USER, 2018–2021 (USD BILLION) 139 TABLE 113 AI INFRASTRUCTURE MARKET IN GERMANY, BY END USER, 2022–2027 (USD BILLION) 139 11.3.3 FRANCE 139 11.3.3.1 Investment from venture capitalists in startups for development of AI ecosystem fueling AI infrastructure market 139 TABLE 114 AI INFRASTRUCTURE MARKET IN FRANCE, BY END USER, 2018–2021 (USD BILLION) 140 TABLE 115 AI INFRASTRUCTURE MARKET IN FRANCE, BY END USER, 2022–2027 (USD BILLION) 140 11.3.4 REST OF EUROPE 140 11.3.4.1 Government investments expected to drive market 140 TABLE 116 AI INFRASTRUCTURE MARKET IN REST OF EUROPE, BY END USER, 2018–2021 (USD BILLION) 141 TABLE 117 AI INFRASTRUCTURE MARKET IN REST OF EUROPE, BY END USER, 2022–2027 (USD BILLION) 141 11.4 ASIA PACIFIC 141 FIGURE 46 ASIA PACIFIC: AI INFRASTRUCTURE MARKET, BY COUNTRY 142 FIGURE 47 ASIA PACIFIC: SNAPSHOT OF AI INFRASTRUCTURE MARKET 142 TABLE 118 AI INFRASTRUCTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2018–2021 (USD BILLION) 143 TABLE 119 AI INFRASTRUCTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2022–2027 (USD BILLION) 143 TABLE 120 AI INFRASTRUCTURE MARKET IN ASIA PACIFIC, BY END USER, 2018–2021 (USD BILLION) 143 TABLE 121 AI INFRASTRUCTURE MARKET IN ASIA PACIFIC, BY END USER, 2022–2027 (USD BILLION) 143 11.4.1 CHINA 144 11.4.1.1 Strong R&D activities driving market 144 TABLE 122 AI INFRASTRUCTURE MARKET IN CHINA, BY END USER, 2018–2021 (USD BILLION) 144 TABLE 123 AI INFRASTRUCTURE MARKET IN CHINA, BY END USER, 2022–2027 (USD BILLION) 145 11.4.2 JAPAN 145 11.4.2.1 Small and medium-sized companies in Japan utilizing infrastructure-as-a-service 145 TABLE 124 AI INFRASTRUCTURE MARKET IN JAPAN, BY END USER, 2018–2021 (USD BILLION) 146 TABLE 125 AI INFRASTRUCTURE MARKET IN JAPAN, BY END USER, 2022–2027 (USD BILLION) 146 11.4.3 INDIA 146 11.4.3.1 Growing adoption of cloud-based services expected to boost AI infrastructure market 146 TABLE 126 AI INFRASTRUCTURE MARKET IN INDIA, BY END USER, 2018–2021 (USD BILLION) 147 TABLE 127 AI INFRASTRUCTURE MARKET IN INDIA, BY END USER, 2022–2027 (USD BILLION) 147 11.4.4 REST OF ASIA PACIFIC 147 11.4.4.1 Increasing adoption of cloud services by small and medium-sized enterprises 147 TABLE 128 AI INFRASTRUCTURE MARKET IN REST OF ASIA PACIFIC, BY END USER, 2018–2021 (USD BILLION) 148 TABLE 129 AI INFRASTRUCTURE MARKET IN REST OF ASIA PACIFIC, BY END USER, 2022–2027 (USD BILLION) 148 11.5 REST OF THE WORLD 149 FIGURE 48 REST OF THE WORLD: AI INFRASTRUCTURE MARKET, BY COUNTRY 149 TABLE 130 AI INFRASTRUCTURE MARKET IN REST OF THE WORLD, BY REGION, 2018–2021 (USD BILLION) 149 TABLE 131 AI INFRASTRUCTURE MARKET IN REST OF THE WORLD, BY REGION, 2022–2027 (USD BILLION) 150 TABLE 132 AI INFRASTRUCTURE MARKET IN REST OF THE WORLD, BY END USER, 2018–2021 (USD BILLION) 150 TABLE 133 AI INFRASTRUCTURE MARKET IN REST OF THE WORLD, BY END USER, 2022–2027 (USD BILLION) 150 11.5.1 SOUTH AMERICA 150 11.5.1.1 Increased availability of computing services 150 TABLE 134 AI INFRASTRUCTURE MARKET IN SOUTH AMERICA, BY END USER, 2018–2021 (USD BILLION) 151 TABLE 135 AI INFRASTRUCTURE MARKET IN SOUTH AMERICA, BY END USER, 2022–2027 (USD BILLION) 151 11.5.2 MIDDLE EAST & AFRICA 151 11.5.2.1 Smart mobile data traffic to increase workload on data centers, thereby boosting AI server growth 151 TABLE 136 AI INFRASTRUCTURE MARKET IN MIDDLE EAST & AFRICA, BY END USER, 2018–2021 (USD BILLION) 152 TABLE 137 AI INFRASTRUCTURE MARKET IN MIDDLE EAST & AFRICA, BY END USER, 2022–2027 (USD BILLION) 152 12 COMPETITIVE LANDSCAPE 153 12.1 OVERVIEW 153 12.2 KEY PLAYER STRATEGIES/RIGHT TO WIN 153 TABLE 138 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS IN AI INFRASTRUCTURE MARKET 153 12.3 REVENUE ANALYSIS OF TOP PLAYERS 155 FIGURE 49 FIVE-YEAR REVENUE ANALYSIS OF TOP PLAYERS IN AI INFRASTRUCTURE MARKET, 2017–2021 155 12.4 SHARE ANALYSIS OF KEY PLAYERS IN AI INFRASTRUCTURE MARKET IN 2021 155 FIGURE 50 SHARE ANALYSIS OF KEY PLAYERS IN AI INFRASTRUCTURE (PROCESSOR) MARKET IN 2021 155 TABLE 139 AI INFRASTRUCTURE (PROCESSOR) MARKET: DEGREE OF COMPETITION 156 TABLE 140 AI INFRASTRUCTURE (PROCESSOR) MARKET RANKING ANALYSIS 156 FIGURE 51 SHARE ANALYSIS OF KEY PLAYERS IN AI INFRASTRUCTURE (STORAGE) MARKET IN 2021 156 TABLE 141 AI INFRASTRUCTURE (STORAGE) MARKET: DEGREE OF COMPETITION 157 TABLE 142 AI INFRASTRUCTURE (STORAGE) MARKET RANKING ANALYSIS 157 12.5 COMPANY EVALUATION QUADRANT, 2021 159 12.5.1 STARS 159 12.5.2 EMERGING LEADERS 159 12.5.3 PERVASIVE PLAYERS 159 12.5.4 PARTICIPANTS 159 FIGURE 52 AI INFRASTRUCTURE MARKET (GLOBAL): COMPANY EVALUATION QUADRANT, 2021 160 12.6 COMPETITIVE BENCHMARKING 161 12.6.1 COMPANY FOOTPRINT, BY TECHNOLOGY (20 COMPANIES) 161 12.6.2 COMPANY FOOTPRINT, BY END USER (20 COMPANIES) 162 12.6.3 COMPANY FOOTPRINT, BY REGION (20 COMPANIES) 163 12.6.4 COMPANY PRODUCT FOOTPRINT 164 12.7 STARTUP/SME EVALUATION QUADRANT, 2021 165 12.7.1 PROGRESSIVE COMPANIES 165 12.7.2 RESPONSIVE COMPANIES 165 12.7.3 DYNAMIC COMPANIES 165 12.7.4 STARTING BLOCKS 165 FIGURE 53 AI INFRASTRUCTURE MARKET (GLOBAL): STARTUP/SME EVALUATION QUADRANT, 2021 166 TABLE 143 AI INFRASTRUCTURE MARKET: LIST OF KEY STARTUPS/SMES 167 TABLE 144 AI INFRASTRUCTURE MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 167 12.8 COMPETITIVE SCENARIO AND TRENDS 168 12.8.1 PRODUCT LAUNCHES/DEVELOPMENTS 168 TABLE 145 AI INFRASTRUCTURE MARKET: PRODUCT LAUNCHES/DEVELOPMENTS, 2020–2022 168 12.8.2 DEALS 169 TABLE 146 AI INFRASTRUCTURE MARKET: DEALS, 2020–2022 169 13 COMPANY PROFILES 170 13.1 INTRODUCTION 170 13.2 KEY PLAYERS 170 (Business Overview, Products/Solutions/Services Offered, Recent Developments, and MnM View)* 13.2.1 INTEL CORPORATION 170 TABLE 147 INTEL CORPORATION: BUSINESS OVERVIEW 171 FIGURE 54 INTEL CORPORATION: COMPANY SNAPSHOT 171 TABLE 148 INTEL CORPORATION: PRODUCT LAUNCHES 172 TABLE 149 INTEL CORPORATION: DEALS 173 13.2.2 NVIDIA CORPORATION 175 TABLE 150 NVIDIA CORPORATION: BUSINESS OVERVIEW 175 FIGURE 55 NVIDIA CORPORATION: COMPANY SNAPSHOT 176 TABLE 151 NVIDIA CORPORATION: PRODUCT LAUNCHES 177 TABLE 152 NVIDIA CORPORATION: DEALS 178 13.2.3 ADVANCED MICRO DEVICES, INC. 180 TABLE 153 ADVANCED MICRO DEVICES, INC.: BUSINESS OVERVIEW 180 FIGURE 56 ADVANCED MICRO DEVICES, INC.: COMPANY SNAPSHOT 181 TABLE 154 ADVANCED MICRO DEVICES, INC.: PRODUCT LAUNCHES 182 TABLE 155 ADVANCED MICRO DEVICES, INC.: DEALS 183 13.2.4 SAMSUNG ELECTRONICS CO., LTD. 185 TABLE 156 SAMSUNG ELECTRONICS CO., LTD.: BUSINESS OVERVIEW 185 FIGURE 57 SAMSUNG ELECTRONICS CO., LTD.: COMPANY SNAPSHOT 186 TABLE 157 SAMSUNG ELECTRONICS CO., LTD.: PRODUCT LAUNCHES 187 TABLE 158 SAMSUNG ELECTRONICS CO., LTD.: DEALS 187 13.2.5 MICRON TECHNOLOGY, INC. 189 TABLE 159 MICRON TECHNOLOGY, INC.: BUSINESS OVERVIEW 189 FIGURE 58 MICRON TECHNOLOGY, INC.: COMPANY SNAPSHOT 190 TABLE 160 MICRON TECHNOLOGY, INC.: PRODUCT LAUNCHES 191 TABLE 161 MICRON TECHNOLOGY, INC.: DEALS 192 13.2.6 INTERNATIONAL BUSINESS MACHINES CORPORATION 193 TABLE 162 INTERNATIONAL BUSINESS MACHINES CORPORATION: BUSINESS OVERVIEW 193 FIGURE 59 INTERNATIONAL BUSINESS MACHINES CORPORATION: COMPANY SNAPSHOT 194 TABLE 163 INTERNATIONAL BUSINESS MACHINES CORPORATION.: PRODUCT LAUNCHES 195 TABLE 164 INTERNATIONAL BUSINESS MACHINES CORPORATION: DEALS 195 13.2.7 GOOGLE LLC 197 TABLE 165 GOOGLE LLC: BUSINESS OVERVIEW 197 FIGURE 60 GOOGLE LLC: COMPANY SNAPSHOT 198 TABLE 166 GOOGLE LLC: PRODUCT LAUNCHES 199 TABLE 167 GOOGLE LLC: DEALS 199 13.2.8 MICROSOFT CORPORATION 202 TABLE 168 MICROSOFT CORPORATION: BUSINESS OVERVIEW 202 FIGURE 61 MICROSOFT CORPORATION: COMPANY SNAPSHOT 203 TABLE 169 MICROSOFT CORPORATION: PRODUCT LAUNCHES 204 TABLE 170 MICROSOFT CORPORATION: DEALS 204 13.2.9 AMAZON WEB SERVICES, INC. 206 TABLE 171 AMAZON WEB SERVICES, INC.: BUSINESS OVERVIEW 206 FIGURE 62 AMAZON WEB SERVICES, INC.: COMPANY SNAPSHOT 206 TABLE 172 AMAZON WEB SERVICES, INC.: PRODUCT LAUNCHES 207 TABLE 173 AMAZON WEB SERVICES, INC.: DEALS 208 13.2.10 ORACLE CORPORATION 209 TABLE 174 ORACLE CORPORATION: BUSINESS OVERVIEW 209 FIGURE 63 ORACLE CORPORATION: COMPANY SNAPSHOT 210 TABLE 175 ORACLE CORPORATION: PRODUCT LAUNCHES 211 TABLE 176 ORACLE CORPORATION: DEALS 212 * Business Overview, Products/Solutions/Services Offered, Recent Developments, and MnM View might not be captured in case of unlisted companies. 13.3 OTHER PLAYERS 214 13.3.1 GRAPHCORE 214 13.3.2 SK HYNIX INC. 215 13.3.3 CISCO SYSTEMS, INC. 216 13.3.4 ARM LIMITED 217 13.3.5 DELL TECHNOLOGIES 218 13.3.6 HEWLETT PACKARD ENTERPRISE (HPE) 219 13.3.7 MIPS 220 13.3.8 TOSHIBA CORPORATION 221 13.3.9 GYRFALCON TECHNOLOGY INC. 222 13.3.10 IMAGINATION TECHNOLOGIES 222 13.3.11 CAMBRICON TECHNOLOGIES CORP. LTD. 223 13.3.12 CADENCE DESIGN SYSTEMS, INC. 224 13.3.13 TENSTORRENT INC. 225 13.3.14 SYNOPSYS, INC. 226 13.3.15 SENSETIME GROUP INC. 227 14 APPENDIX 228 14.1 DISCUSSION GUIDE 228 14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 231 14.3 CUSTOMIZATION OPTIONS 233 14.4 RELATED REPORTS 233 14.5 AUTHOR DETAILS 234
SummaryThe global AI infrastructure market is projected to grow from USD 28.7 billion in 2022 to USD 96.6 billion by 2027, at a CAGR of 27.5% during the forecast period from 2022 to 2027. The growth of this market is driven by factors such as increasing adoption of AI due to the COVID-19 pandemic, increasing adoption of cloud-based machine learning platforms, increased data traffic and need for high computing power, rising focus on parallel computing in AI data centers, growing number of cross-industry partnerships and collaborations, and,increasingly large and complex dataset. Table of Contents1 INTRODUCTION 291.1 STUDY OBJECTIVES 29 1.2 MARKET DEFINITION 29 1.3 STUDY SCOPE 30 1.3.1 MARKETS COVERED 30 FIGURE 1 MARKET SEGMENTATION: AI INFRASTRUCTURE MARKET 30 1.3.2 REGIONAL SCOPE 30 1.3.3 YEARS CONSIDERED 31 1.4 INCLUSIONS AND EXCLUSIONS 31 1.5 CURRENCY 32 1.6 STAKEHOLDERS 32 1.7 SUMMARY OF CHANGES 32 2 RESEARCH METHODOLOGY 33 2.1 RESEARCH DATA 33 FIGURE 2 RESEARCH DESIGN 33 2.1.1 SECONDARY & PRIMARY RESEARCH 35 2.1.1.1 Key industry insights 35 2.1.2 SECONDARY DATA 36 2.1.2.1 List of major secondary sources 36 2.1.2.2 Secondary sources 37 2.1.3 PRIMARY DATA 37 2.1.3.1 Breakdown of primary interviews 37 2.1.3.2 Primary interviews with experts 38 2.1.3.3 Key data from primary sources 38 2.2 MARKET SIZE ESTIMATION 38 2.2.1 BOTTOM-UP APPROACH 39 FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 39 2.2.2 TOP-DOWN APPROACH 39 FIGURE 4 APPROACH FOR CAPTURING MARKET SIZE FROM SUPPLY-SIDE 40 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 40 2.3 MARKET BREAKDOWN & DATA TRIANGULATION 41 FIGURE 6 DATA TRIANGULATION: AI INFRASTRUCTURE MARKET 41 2.4 RESEARCH ASSUMPTIONS 42 2.5 LIMITATIONS 42 2.6 RISK ASSESSMENT 43 3 EXECUTIVE SUMMARY 44 FIGURE 7 HARDWARE SEGMENT ESTIMATED TO HOLD LARGER SHARE OF AI INFRASTRUCTURE MARKET 45 FIGURE 8 CLOUD SERVICE PROVIDERS SEGMENT TO HOLD LARGEST SHARE OF AI INFRASTRUCTURE MARKET DURING FORECAST PERIOD 45 FIGURE 9 AI INFRASTRUCTURE MARKET IN ASIA PACIFIC TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 46 4 PREMIUM INSIGHTS 47 4.1 MAJOR OPPORTUNITIES IN AI INFRASTRUCTURE MARKET 47 FIGURE 10 INCREASING ADOPTION OF CLOUD MACHINE LEARNING IN HIGH-PERFORMANCE COMPUTING DATA CENTERS EXPECTED TO DRIVE MARKET 47 4.2 AI INFRASTRUCTURE MARKET FOR HARDWARE, BY OFFERING 47 FIGURE 11 AI INFRASTRUCTURE MARKET FOR PROCESSOR TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 47 4.3 AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE 48 FIGURE 12 AI INFRASTRUCTURE MARKET FOR CLOUD TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 48 4.4 AI INFRASTRUCTURE MARKET IN ASIA PACIFIC, BY END USER AND COUNTRY 48 FIGURE 13 CLOUD SERVICE PROVIDERS TO ACCOUNT FOR LARGEST SHARE OF MARKET DURING FORECAST PERIOD 48 4.5 AI INFRASTRUCTURE MARKET, BY COUNTRY 49 FIGURE 14 AI INFRASTRUCTURE MARKET IN CHINA TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 49 5 MARKET OVERVIEW 50 5.1 INTRODUCTION 50 5.2 MARKET DYNAMICS 50 FIGURE 15 AI INFRASTRUCTURE MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 50 5.2.1 DRIVERS 51 5.2.1.1 Increasing data traffic and need for high computing power 51 5.2.1.2 Growing adoption of cloud machine learning platform 51 FIGURE 16 AI ADOPTION BY ORGANIZATIONS GLOBALLY, 2020-2021 51 5.2.1.3 Increasingly large and complex dataset 52 TABLE 1 MOBILE DATA TRAFFIC PER SMARTPHONE (GB/MONTH) 52 5.2.1.4 Rising focus on parallel computing in AI data centers 53 5.2.1.5 Increasing cross-industry partnerships and collaborations 54 TABLE 2 RECENT DEVELOPMENTS PERTAINING TO INDUSTRY PARTNERSHIPS 54 5.2.1.6 Growing adoption of AI due to COVID-19 55 FIGURE 17 NUMBER OF DATA CENTERS WORLDWIDE IN 2022, BY COUNTRY 55 FIGURE 18 IMPACT ANALYSIS OF DRIVERS ON AI INFRASTRUCTURE MARKET 56 5.2.2 RESTRAINTS 56 5.2.2.1 Lack of AI hardware experts and skilled workforce 56 FIGURE 19 IMPACT ANALYSIS OF RESTRAINTS ON AI INFRASTRUCTURE MARKET 57 5.2.3 OPPORTUNITIES 57 5.2.3.1 Surging demand for FPGA-based accelerators 57 TABLE 3 RECENT DEVELOPMENTS IN FPGA 57 5.2.3.2 Rising need for co-processors due to slowdown of Moore's Law 57 5.2.3.3 Growing potential of AI-based tools for elderly care 58 FIGURE 20 IMPACT ANALYSIS OF OPPORTUNITIES IN AI INFRASTRUCTURE MARKET 58 5.2.4 CHALLENGES 58 5.2.4.1 Concerns regarding data privacy in AI platforms 58 FIGURE 21 HEALTHCARE DATA BREACHES OF 500 OR MORE RECORDS 59 5.2.4.2 Unreliability of AI algorithms 59 5.2.4.3 Availability of limited structured data to train and develop efficient AI systems 59 FIGURE 22 IMPACT ANALYSIS OF CHALLENGES ON AI INFRASTRUCTURE MARKET 60 5.3 TRENDS/DISRUPTIONS IMPACTING CUSTOMER'S BUSINESS 60 5.3.1 REVENUE SHIFT & NEW REVENUE POCKETS FOR AI INFRASTRUCTURE PROVIDERS 60 FIGURE 23 REVENUE SHIFT FOR AI INFRASTRUCTURE MARKET 60 5.4 PRICING ANALYSIS 61 5.4.1 AVERAGE SELLING PRICES OF KEY PLAYERS, BY OFFERING 61 FIGURE 24 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP 3 HARDWARE PRODUCTS 61 TABLE 4 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP 3 HARDWARE PRODUCTS (USD) 61 5.4.2 AVERAGE SELLING PRICE TREND 61 FIGURE 25 AI INFRASTRUCTURE MARKET: AVERAGE PRICE OF PROCESSOR 62 FIGURE 26 AI INFRASTRUCTURE MARKET: AVERAGE PRICE OF MEMORY 62 FIGURE 27 AI INFRASTRUCTURE MARKET: AVERAGE PRICE OF NETWORK 63 5.5 VALUE CHAIN ANALYSIS 63 FIGURE 28 VALUE CHAIN ANALYSIS: MAJOR VALUE ADDED BY HARDWARE AND SOFTWARE PROVIDERS 64 5.6 ECOSYSTEM/MARKET MAP 65 TABLE 5 AI INFRASTRUCTURE MARKET: ECOSYSTEM 65 5.7 TECHNOLOGY ANALYSIS 66 TABLE 6 COMPARISON OF AI CHIP TYPE 67 5.7.1 CLOUD GPU 67 5.8 CASE STUDY ANALYSIS 68 5.8.1 KIA MOTORS AMERICA RELIES ON ADVANCED ANALYTICS AND AI SOLUTIONS FROM SAS TO IMPROVE PRODUCTS AND SERVICES 68 5.8.2 VULCAN AI USES AI VISION AND DEEP LEARNING TO CREATE SAFER WORKPLACE 68 5.8.3 ORTOBOM BOOSTS AGILITY, SERVES CUSTOMERS FASTER WITH ORACLE CLOUD INFRASTRUCTURE 69 5.8.4 BRAZILIAN BANK BRADESCO GIVING PERSONAL ATTENTION TO 65 MILLION CUSTOMERS WITH WATSON 69 5.8.5 ACCENTURE, ALONG WITH MICROSOFT, WORKED FOR GOVERNMENT OF INDIA TO DEVELOP AI TOOL FOR PANDEMIC 70 5.9 PATENT ANALYSIS 70 FIGURE 29 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS 70 TABLE 7 TOP 10 PATENT OWNERS IN US IN LAST 10 YEARS 71 FIGURE 30 NUMBER OF PATENTS GRANTED PER YEAR FROM 2011 TO 2021 71 5.9.1 LIST OF MAJOR PATENTS 72 TABLE 8 LIST OF MAJOR PATENTS IN AI INFRASTRUCTURE MARKET 72 5.10 TRADE AND TARIFF ANALYSIS 74 5.10.1 TRADE ANALYSIS 74 5.10.1.1 Trade data for HS code 854231 74 FIGURE 31 IMPORT DATA, BY COUNTRY, 2017−2021 (USD BILLION) 74 FIGURE 32 EXPORT DATA, BY COUNTRY, 2017−2021 (USD BILLION) 74 5.10.2 TARIFF ANALYSIS 75 TABLE 9 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY US, 2021 75 TABLE 10 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY CHINA, 2021 75 TABLE 11 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY HONG KONG, CHINA, 2021 76 TABLE 12 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY SINGAPORE, 2021 76 TABLE 13 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY MALAYSIA, 2021 76 5.11 KEY CONFERENCES AND EVENTS DURING 2022–2023 77 TABLE 14 AI INFRASTRUCTURE MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 77 5.12 REGULATORY LANDSCAPE 78 5.12.1 EXPORT-IMPORT REGULATIONS 78 5.12.2 RESTRICTION ON HAZARDOUS SUBSTANCES (ROHS) AND WASTE ELECTRICAL AND ELECTRONIC EQUIPMENT (WEEE) 79 5.12.3 REGISTRATION, EVALUATION, AUTHORISATION, AND RESTRICTION OF CHEMICALS (REACH) 79 5.12.4 GENERAL DATA PROTECTION REGULATION (GDPR) 80 5.13 PORTER'S FIVE FORCES ANALYSIS 80 TABLE 15 IMPACT OF PORTER'S FIVE FORCES ON AI INFRASTRUCTURE MARKET 80 FIGURE 33 PORTER'S FIVE FORCES ANALYSIS: AI INFRASTRUCTURE MARKET 81 5.13.1 THREAT OF NEW ENTRANTS 81 5.13.2 THREAT OF SUBSTITUTES 82 5.13.3 BARGAINING POWER OF SUPPLIERS 82 5.13.4 BARGAINING POWER OF BUYERS 82 5.13.5 INTENSITY OF COMPETITION RIVALRY 82 5.14 KEY STAKEHOLDERS & BUYING CRITERIA 83 5.14.1 KEY STAKEHOLDERS IN BUYING PROCESS 83 FIGURE 34 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP 3 APPLICATIONS 83 TABLE 16 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP 3 APPLICATIONS (%) 83 5.14.2 BUYING CRITERIA 83 TABLE 17 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS 84 6 AI INFRASTRUCTURE MARKET, BY OFFERING 85 6.1 INTRODUCTION 86 FIGURE 35 HARDWARE OFFERINGS EXPECTED TO LEAD AI INFRASTRUCTURE MARKET DURING FORECAST PERIOD 86 TABLE 18 AI INFRASTRUCTURE MARKET, BY OFFERING, 2018–2021 (USD BILLION) 86 TABLE 19 AI INFRASTRUCTURE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 86 6.2 HARDWARE 87 TABLE 20 HARDWARE IN AI INFRASTRUCTURE MARKET, BY OFFERING, 2018–2021 (USD BILLION) 87 TABLE 21 HARDWARE IN AI INFRASTRUCTURE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 87 TABLE 22 HARDWARE IN AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE, 2018–2021 (USD BILLION) 87 TABLE 23 HARDWARE IN AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE, 2022–2027 (USD BILLION) 88 TABLE 24 HARDWARE IN AI INFRASTRUCTURE MARKET, BY FUNCTION, 2018–2021 (USD BILLION) 88 TABLE 25 HARDWARE IN AI INFRASTRUCTURE MARKET, BY FUNCTION, 2022–2027 (USD BILLION) 88 TABLE 26 HARDWARE IN AI INFRASTRUCTURE MARKET, BY TECHNOLOGY, 2018–2021 (USD BILLION) 88 TABLE 27 HARDWARE IN AI INFRASTRUCTURE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 89 TABLE 28 HARDWARE IN AI INFRASTRUCTURE MARKET, BY END USER, 2018–2021 (USD BILLION) 89 TABLE 29 HARDWARE IN AI INFRASTRUCTURE MARKET, BY END USER, 2022–2027 (USD BILLION) 89 6.2.1 PROCESSOR 89 TABLE 30 PROCESSORS IN AI INFRASTRUCTURE MARKET, BY HARDWARE, 2018–2021 (USD BILLION) 90 TABLE 31 PROCESSORS IN AI INFRASTRUCTURE MARKET, BY HARDWARE, 2022–2027 (USD BILLION) 90 TABLE 32 PROCESSORS IN AI INFRASTRUCTURE MARKET, BY HARDWARE, 2018–2021 (MILLION UNITS) 90 TABLE 33 PROCESSORS IN AI INFRASTRUCTURE MARKET, BY HARDWARE, 2022–2027 (MILLION UNITS) 91 6.2.1.1 CPU 91 6.2.1.1.1 CPU to account for largest share of AI infrastructure processor market during forecast period 91 6.2.1.2 GPU 91 6.2.1.2.1 NVIDIA is key provider of GPUs for AI infrastructure 91 6.2.1.3 FPGA 92 6.2.1.3.1 Xilinx and Intel are major providers of FPGAs for AI infrastructure 92 6.2.1.4 ASIC 92 6.2.1.4.1 ASIC expected to register highest CAGR during forecast period 92 6.2.2 MEMORY 93 6.2.2.1 High-bandwidth memory, independent of its computing architecture, developed and deployed for AI applications 93 6.2.3 STORAGE 93 6.2.3.1 Artificial intelligence and analytics tools used for sorting data 93 6.2.4 NETWORKING 94 6.2.4.1 NVIDIA, CISCO, and Intel are key providers of network interconnect adapters for AI applications 94 6.3 SERVER SOFTWARE 94 6.3.1 SOFTWARE INTEGRATED INTO EXISTING COMPUTER SYSTEMS PERFORMS COMPLEX OPERATIONS 94 TABLE 34 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE, 2018–2021 (USD BILLION) 95 TABLE 35 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE, 2022–2027 (USD BILLION) 95 TABLE 36 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY FUNCTION, 2018–2021 (USD BILLION) 95 TABLE 37 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY FUNCTION, 2022–2027 (USD BILLION) 95 TABLE 38 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY TECHNOLOGY, 2018–2021 (USD BILLION) 96 TABLE 39 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 96 TABLE 40 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY END USER, 2018–2021 (USD BILLION) 96 TABLE 41 SERVER SOFTWARE IN AI INFRASTRUCTURE MARKET, BY END USER, 2022–2027 (USD BILLION) 96 7 AI INFRASTRUCTURE MARKET, BY TECHNOLOGY 97 7.1 INTRODUCTION 98 FIGURE 36 DEEP LEARNING TECHNOLOGY TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 98 TABLE 42 AI INFRASTRUCTURE MARKET, BY TECHNOLOGY, 2018–2021 (USD BILLION) 98 TABLE 43 AI INFRASTRUCTURE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 98 7.2 MACHINE LEARNING 99 7.2.1 MACHINE LEARNING ENABLES SYSTEMS TO IMPROVE PERFORMANCE AUTOMATICALLY WITH EXPERIENCE 99 TABLE 44 AI INFRASTRUCTURE MARKET FOR MACHINE LEARNING, BY OFFERING, 2018–2021 (USD BILLION) 100 TABLE 45 AI INFRASTRUCTURE MARKET FOR MACHINE LEARNING, BY OFFERING, 2022–2027 (USD BILLION) 100 7.3 DEEP LEARNING 100 7.3.1 DEEP LEARNING USES ARTIFICIAL NEURAL NETWORKS TO LEARN MULTIPLE LEVELS OF DATA 100 TABLE 46 AI INFRASTRUCTURE MARKET FOR DEEP LEARNING, BY OFFERING, 2018–2021 (USD BILLION) 101 TABLE 47 AI INFRASTRUCTURE MARKET FOR DEEP LEARNING, BY OFFERING, 2022–2027 (USD BILLION) 101 8 AI INFRASTRUCTURE MARKET, BY FUNCTION 102 8.1 INTRODUCTION 103 FIGURE 37 AI INFRASTRUCTURE MARKET FOR TRAINING FUNCTION TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 103 TABLE 48 AI INFRASTRUCTURE MARKET, BY FUNCTION, 2018–2021 (USD BILLION) 103 TABLE 49 AI INFRASTRUCTURE MARKET, BY FUNCTION, 2022–2027 (USD BILLION) 103 8.2 TRAINING 104 8.2.1 TRAINING COMPUTATIONALLY INTENSIVE, BEST ACCELERATED WITH GPUS 104 TABLE 50 AI INFRASTRUCTURE MARKET FOR TRAINING, BY OFFERING, 2018–2021 (USD BILLION) 104 TABLE 51 AI INFRASTRUCTURE MARKET FOR TRAINING, BY OFFERING, 2022–2027 (USD BILLION) 104 8.3 INFERENCE 104 8.3.1 ON-PREMISES INFERENCE PLATFORM ADOPTED TO GAIN FASTER RESULTS THAN CLOUD 104 TABLE 52 AI INFRASTRUCTURE MARKET FOR INFERENCE, BY OFFERING, 2018–2021 (USD BILLION) 105 TABLE 53 AI INFRASTRUCTURE MARKET FOR INFERENCE, BY OFFERING, 2022–2027 (USD BILLION) 105 9 AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE 106 9.1 INTRODUCTION 107 FIGURE 38 CLOUD DEPLOYMENT IN AI INFRASTRUCTURE MARKET TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 107 TABLE 54 AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE, 2018–2021 (USD BILLION) 107 TABLE 55 AI INFRASTRUCTURE MARKET, BY DEPLOYMENT TYPE, 2022–2027 (USD BILLION) 107 9.2 ON-PREMISES 108 9.2.1 DATA-SENSITIVE ENTERPRISES PREFER ON-PREMISES AI SOLUTIONS BASED ON ADVANCED NLP TECHNIQUES AND ML MODELS 108 TABLE 56 ON-PREMISES AI INFRASTRUCTURE MARKET, BY OFFERING, 2018–2021 (USD BILLION) 108 TABLE 57 ON-PREMISES AI INFRASTRUCTURE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 108 9.3 CLOUD 108 9.3.1 CLOUD-BASED AI SOLUTIONS PROVIDE FLEXIBLE AND ACCURATE REAL-TIME DATA 108 TABLE 58 CLOUD-BASED AI INFRASTRUCTURE MARKET, BY OFFERING, 2018–2021 (USD BILLION) 109 TABLE 59 CLOUD-BASED AI INFRASTRUCTURE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 109 9.4 HYBRID 110 9.4.1 HYBRID INFRASTRUCTURE ENABLES FASTER WORK PROCESSES, SAVES TIME AND MONEY 110 TABLE 60 HYBRID AI INFRASTRUCTURE MARKET, BY OFFERING, 2018–2021 (USD BILLION) 110 TABLE 61 HYBRID AI INFRASTRUCTURE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 110 10 AI INFRASTRUCTURE MARKET, BY END USER 111 10.1 INTRODUCTION 112 FIGURE 39 AI INFRASTRUCTURE MARKET, BY END USER (USD BILLION) 112 TABLE 62 AI INFRASTRUCTURE MARKET, BY END USER, 2018–2021 (USD BILLION) 112 TABLE 63 AI INFRASTRUCTURE MARKET, BY END USER, 2022–2027 (USD BILLION) 112 10.2 ENTERPRISES 113 10.2.1 UTILIZATION OF ADVANCED BIG DATA SOLUTIONS FOR OPERATIONAL DATA EXPLOSION FUELING REQUIREMENTS FOR AI-BASED SERVERS 113 TABLE 64 AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY REGION, 2018–2021 (USD BILLION) 114 TABLE 65 AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY REGION, 2022–2027 (USD BILLION) 114 TABLE 66 NORTH AMERICA: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY COUNTRY, 2018–2021 (USD BILLION) 114 TABLE 67 NORTH AMERICA: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY COUNTRY, 2022–2027 (USD BILLION) 114 TABLE 68 EUROPE: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY COUNTRY, 2018–2021 (USD BILLION) 115 TABLE 69 EUROPE: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY COUNTRY, 2022–2027 (USD BILLION) 115 TABLE 70 ASIA PACIFIC: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY COUNTRY, 2018–2021 (USD BILLION) 115 TABLE 71 ASIA PACIFIC: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY COUNTRY, 2022–2027 (USD BILLION) 116 TABLE 72 REST OF THE WORLD: AI INFRASTRUCTURE MARKET IN ENTERPRISES, BY REGION, 2018–2021 (USD BILLION) 116 TABLE 73 REST OF THE WORLD: AI INFRASTRUCTURE MARKET ENTERPRISES, BY REGION, 2022–2027 (USD BILLION) 116 10.3 GOVERNMENT ORGANIZATIONS 116 10.3.1 GOVERNMENTS WORKING TOWARD IMPLEMENTING AI TO PROTECT CRITICAL GOVERNMENT AND DEFENSE INFRASTRUCTURE 116 TABLE 74 AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY REGION, 2018–2021 (USD BILLION) 118 TABLE 75 AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY REGION, 2022–2027 (USD BILLION) 118 TABLE 76 NORTH AMERICA: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY COUNTRY, 2018–2021 (USD BILLION) 118 TABLE 77 NORTH AMERICA: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY COUNTRY, 2022–2027 (USD BILLION) 118 TABLE 78 EUROPE: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY COUNTRY, 2018–2021 (USD MILLION) 119 TABLE 79 EUROPE: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY COUNTRY, 2022–2027 (USD MILLION) 119 TABLE 80 ASIA PACIFIC: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY COUNTRY, 2018–2021 (USD BILLION) 119 TABLE 81 ASIA PACIFIC: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY COUNTRY, 2022–2027 (USD BILLION) 120 TABLE 82 REST OF THE WORLD: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY REGION, 2018–2021 (USD BILLION) 120 TABLE 83 REST OF THE WORLD: AI INFRASTRUCTURE MARKET IN GOVERNMENT ORGANIZATIONS, BY REGION, 2022–2027 (USD BILLION) 120 10.4 CLOUD SERVICE PROVIDERS (CSP) 120 10.4.1 CLOUD SERVICE PROVIDERS DELIVER INDUSTRY-SPECIFIC FUNCTIONALITY AND HELP MEET REGULATORY REQUIREMENTS 120 TABLE 84 AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY REGION, 2018–2021 (USD BILLION) 121 TABLE 85 AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY REGION, 2022–2027 (USD BILLION) 121 TABLE 86 NORTH AMERICA: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY COUNTRY, 2018–2021 (USD BILLION) 122 TABLE 87 NORTH AMERICA: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY COUNTRY, 2022–2027 (USD BILLION) 122 TABLE 88 EUROPE: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY COUNTRY, 2018–2021 (USD BILLION) 122 TABLE 89 EUROPE: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY COUNTRY, 2022–2027 (USD BILLION) 123 TABLE 90 ASIA PACIFIC: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY COUNTRY, 2018–2021 (USD BILLION) 123 TABLE 91 ASIA PACIFIC: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY COUNTRY, 2022–2027 (USD BILLION) 123 TABLE 92 REST OF THE WORLD: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY REGION, 2018–2021 (USD BILLION) 124 TABLE 93 REST OF THE WORLD: AI INFRASTRUCTURE MARKET IN CLOUD SERVICE PROVIDERS, BY REGION, 2022–2027 (USD BILLION) 124 11 REGIONAL ANALYSIS 125 11.1 INTRODUCTION 126 FIGURE 40 AI INFRASTRUCTURE MARKET: BY REGION 126 FIGURE 41 ASIA PACIFIC TO WITNESS HIGHEST GROWTH IN AI INFRASTRUCTURE MARKET DURING FORECAST PERIOD 126 TABLE 94 AI INFRASTRUCTURE MARKET, BY REGION, 2018–2021 (USD BILLION) 127 TABLE 95 AI INFRASTRUCTURE MARKET, BY REGION, 2022–2027 (USD BILLION) 127 11.2 NORTH AMERICA 128 FIGURE 42 NORTH AMERICA: AI INFRASTRUCTURE MARKET, BY COUNTRY 128 FIGURE 43 NORTH AMERICA: SNAPSHOT OF AI INFRASTRUCTURE MARKET 129 TABLE 96 AI INFRASTRUCTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2018–2021 (USD BILLION) 129 TABLE 97 AI INFRASTRUCTURE MARKET IN NORTH AMERICA, BY COUNTRY, 2022–2027 (USD BILLION) 130 TABLE 98 AI INFRASTRUCTURE MARKET IN NORTH AMERICA, BY END USER, 2018–2021 (USD BILLION) 130 TABLE 99 AI INFRASTRUCTURE MARKET IN NORTH AMERICA, BY END USER, 2022–2027 (USD BILLION) 130 11.2.1 US 130 11.2.1.1 Improved economy and high disposable income drive demand for modern technologies 130 TABLE 100 AI INFRASTRUCTURE MARKET IN US, BY END USER, 2018–2021 (USD BILLION) 131 TABLE 101 AI INFRASTRUCTURE MARKET IN US, BY END USER, 2022–2027 (USD BILLION) 132 11.2.2 CANADA 132 11.2.2.1 High adoption of AI technologies 132 TABLE 102 AI INFRASTRUCTURE MARKET IN CANADA, BY END USER, 2018–2021 (USD BILLION) 133 TABLE 103 AI INFRASTRUCTURE MARKET IN CANADA, BY END USER, 2022–2027 (USD BILLION) 133 11.2.3 MEXICO 133 11.2.3.1 Growing penetration of AI in security and BFSI industries 133 TABLE 104 AI INFRASTRUCTURE MARKET IN MEXICO, BY END USER, 2018–2021 (USD BILLION) 134 TABLE 105 AI INFRASTRUCTURE MARKET IN MEXICO, BY END USER, 2022–2027 (USD BILLION) 134 11.3 EUROPE 134 FIGURE 44 EUROPE: AI INFRASTRUCTURE MARKET, BY COUNTRY 135 FIGURE 45 EUROPE: SNAPSHOT OF AI INFRASTRUCTURE MARKET 135 TABLE 106 AI INFRASTRUCTURE MARKET IN EUROPE, BY COUNTRY, 2018–2021 (USD BILLION) 136 TABLE 107 AI INFRASTRUCTURE MARKET IN EUROPE, BY COUNTRY, 2022–2027 (USD BILLION) 136 TABLE 108 AI INFRASTRUCTURE MARKET IN EUROPE, BY END USER, 2018–2021 (USD BILLION) 136 TABLE 109 AI INFRASTRUCTURE MARKET IN EUROPE, BY END USER, 2022–2027 (USD BILLION) 136 11.3.1 UK 137 11.3.1.1 Government initiatives to increase adoption of AI 137 TABLE 110 AI INFRASTRUCTURE MARKET IN UK, BY END USER, 2018–2021 (USD BILLION) 138 TABLE 111 AI INFRASTRUCTURE MARKET IN UK, BY END USER, 2022–2027 (USD BILLION) 138 11.3.2 GERMANY 138 11.3.2.1 Adoption of cloud computing and Industry 4.0 to increase demand for data centers 138 TABLE 112 AI INFRASTRUCTURE MARKET IN GERMANY, BY END USER, 2018–2021 (USD BILLION) 139 TABLE 113 AI INFRASTRUCTURE MARKET IN GERMANY, BY END USER, 2022–2027 (USD BILLION) 139 11.3.3 FRANCE 139 11.3.3.1 Investment from venture capitalists in startups for development of AI ecosystem fueling AI infrastructure market 139 TABLE 114 AI INFRASTRUCTURE MARKET IN FRANCE, BY END USER, 2018–2021 (USD BILLION) 140 TABLE 115 AI INFRASTRUCTURE MARKET IN FRANCE, BY END USER, 2022–2027 (USD BILLION) 140 11.3.4 REST OF EUROPE 140 11.3.4.1 Government investments expected to drive market 140 TABLE 116 AI INFRASTRUCTURE MARKET IN REST OF EUROPE, BY END USER, 2018–2021 (USD BILLION) 141 TABLE 117 AI INFRASTRUCTURE MARKET IN REST OF EUROPE, BY END USER, 2022–2027 (USD BILLION) 141 11.4 ASIA PACIFIC 141 FIGURE 46 ASIA PACIFIC: AI INFRASTRUCTURE MARKET, BY COUNTRY 142 FIGURE 47 ASIA PACIFIC: SNAPSHOT OF AI INFRASTRUCTURE MARKET 142 TABLE 118 AI INFRASTRUCTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2018–2021 (USD BILLION) 143 TABLE 119 AI INFRASTRUCTURE MARKET IN ASIA PACIFIC, BY COUNTRY, 2022–2027 (USD BILLION) 143 TABLE 120 AI INFRASTRUCTURE MARKET IN ASIA PACIFIC, BY END USER, 2018–2021 (USD BILLION) 143 TABLE 121 AI INFRASTRUCTURE MARKET IN ASIA PACIFIC, BY END USER, 2022–2027 (USD BILLION) 143 11.4.1 CHINA 144 11.4.1.1 Strong R&D activities driving market 144 TABLE 122 AI INFRASTRUCTURE MARKET IN CHINA, BY END USER, 2018–2021 (USD BILLION) 144 TABLE 123 AI INFRASTRUCTURE MARKET IN CHINA, BY END USER, 2022–2027 (USD BILLION) 145 11.4.2 JAPAN 145 11.4.2.1 Small and medium-sized companies in Japan utilizing infrastructure-as-a-service 145 TABLE 124 AI INFRASTRUCTURE MARKET IN JAPAN, BY END USER, 2018–2021 (USD BILLION) 146 TABLE 125 AI INFRASTRUCTURE MARKET IN JAPAN, BY END USER, 2022–2027 (USD BILLION) 146 11.4.3 INDIA 146 11.4.3.1 Growing adoption of cloud-based services expected to boost AI infrastructure market 146 TABLE 126 AI INFRASTRUCTURE MARKET IN INDIA, BY END USER, 2018–2021 (USD BILLION) 147 TABLE 127 AI INFRASTRUCTURE MARKET IN INDIA, BY END USER, 2022–2027 (USD BILLION) 147 11.4.4 REST OF ASIA PACIFIC 147 11.4.4.1 Increasing adoption of cloud services by small and medium-sized enterprises 147 TABLE 128 AI INFRASTRUCTURE MARKET IN REST OF ASIA PACIFIC, BY END USER, 2018–2021 (USD BILLION) 148 TABLE 129 AI INFRASTRUCTURE MARKET IN REST OF ASIA PACIFIC, BY END USER, 2022–2027 (USD BILLION) 148 11.5 REST OF THE WORLD 149 FIGURE 48 REST OF THE WORLD: AI INFRASTRUCTURE MARKET, BY COUNTRY 149 TABLE 130 AI INFRASTRUCTURE MARKET IN REST OF THE WORLD, BY REGION, 2018–2021 (USD BILLION) 149 TABLE 131 AI INFRASTRUCTURE MARKET IN REST OF THE WORLD, BY REGION, 2022–2027 (USD BILLION) 150 TABLE 132 AI INFRASTRUCTURE MARKET IN REST OF THE WORLD, BY END USER, 2018–2021 (USD BILLION) 150 TABLE 133 AI INFRASTRUCTURE MARKET IN REST OF THE WORLD, BY END USER, 2022–2027 (USD BILLION) 150 11.5.1 SOUTH AMERICA 150 11.5.1.1 Increased availability of computing services 150 TABLE 134 AI INFRASTRUCTURE MARKET IN SOUTH AMERICA, BY END USER, 2018–2021 (USD BILLION) 151 TABLE 135 AI INFRASTRUCTURE MARKET IN SOUTH AMERICA, BY END USER, 2022–2027 (USD BILLION) 151 11.5.2 MIDDLE EAST & AFRICA 151 11.5.2.1 Smart mobile data traffic to increase workload on data centers, thereby boosting AI server growth 151 TABLE 136 AI INFRASTRUCTURE MARKET IN MIDDLE EAST & AFRICA, BY END USER, 2018–2021 (USD BILLION) 152 TABLE 137 AI INFRASTRUCTURE MARKET IN MIDDLE EAST & AFRICA, BY END USER, 2022–2027 (USD BILLION) 152 12 COMPETITIVE LANDSCAPE 153 12.1 OVERVIEW 153 12.2 KEY PLAYER STRATEGIES/RIGHT TO WIN 153 TABLE 138 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS IN AI INFRASTRUCTURE MARKET 153 12.3 REVENUE ANALYSIS OF TOP PLAYERS 155 FIGURE 49 FIVE-YEAR REVENUE ANALYSIS OF TOP PLAYERS IN AI INFRASTRUCTURE MARKET, 2017–2021 155 12.4 SHARE ANALYSIS OF KEY PLAYERS IN AI INFRASTRUCTURE MARKET IN 2021 155 FIGURE 50 SHARE ANALYSIS OF KEY PLAYERS IN AI INFRASTRUCTURE (PROCESSOR) MARKET IN 2021 155 TABLE 139 AI INFRASTRUCTURE (PROCESSOR) MARKET: DEGREE OF COMPETITION 156 TABLE 140 AI INFRASTRUCTURE (PROCESSOR) MARKET RANKING ANALYSIS 156 FIGURE 51 SHARE ANALYSIS OF KEY PLAYERS IN AI INFRASTRUCTURE (STORAGE) MARKET IN 2021 156 TABLE 141 AI INFRASTRUCTURE (STORAGE) MARKET: DEGREE OF COMPETITION 157 TABLE 142 AI INFRASTRUCTURE (STORAGE) MARKET RANKING ANALYSIS 157 12.5 COMPANY EVALUATION QUADRANT, 2021 159 12.5.1 STARS 159 12.5.2 EMERGING LEADERS 159 12.5.3 PERVASIVE PLAYERS 159 12.5.4 PARTICIPANTS 159 FIGURE 52 AI INFRASTRUCTURE MARKET (GLOBAL): COMPANY EVALUATION QUADRANT, 2021 160 12.6 COMPETITIVE BENCHMARKING 161 12.6.1 COMPANY FOOTPRINT, BY TECHNOLOGY (20 COMPANIES) 161 12.6.2 COMPANY FOOTPRINT, BY END USER (20 COMPANIES) 162 12.6.3 COMPANY FOOTPRINT, BY REGION (20 COMPANIES) 163 12.6.4 COMPANY PRODUCT FOOTPRINT 164 12.7 STARTUP/SME EVALUATION QUADRANT, 2021 165 12.7.1 PROGRESSIVE COMPANIES 165 12.7.2 RESPONSIVE COMPANIES 165 12.7.3 DYNAMIC COMPANIES 165 12.7.4 STARTING BLOCKS 165 FIGURE 53 AI INFRASTRUCTURE MARKET (GLOBAL): STARTUP/SME EVALUATION QUADRANT, 2021 166 TABLE 143 AI INFRASTRUCTURE MARKET: LIST OF KEY STARTUPS/SMES 167 TABLE 144 AI INFRASTRUCTURE MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 167 12.8 COMPETITIVE SCENARIO AND TRENDS 168 12.8.1 PRODUCT LAUNCHES/DEVELOPMENTS 168 TABLE 145 AI INFRASTRUCTURE MARKET: PRODUCT LAUNCHES/DEVELOPMENTS, 2020–2022 168 12.8.2 DEALS 169 TABLE 146 AI INFRASTRUCTURE MARKET: DEALS, 2020–2022 169 13 COMPANY PROFILES 170 13.1 INTRODUCTION 170 13.2 KEY PLAYERS 170 (Business Overview, Products/Solutions/Services Offered, Recent Developments, and MnM View)* 13.2.1 INTEL CORPORATION 170 TABLE 147 INTEL CORPORATION: BUSINESS OVERVIEW 171 FIGURE 54 INTEL CORPORATION: COMPANY SNAPSHOT 171 TABLE 148 INTEL CORPORATION: PRODUCT LAUNCHES 172 TABLE 149 INTEL CORPORATION: DEALS 173 13.2.2 NVIDIA CORPORATION 175 TABLE 150 NVIDIA CORPORATION: BUSINESS OVERVIEW 175 FIGURE 55 NVIDIA CORPORATION: COMPANY SNAPSHOT 176 TABLE 151 NVIDIA CORPORATION: PRODUCT LAUNCHES 177 TABLE 152 NVIDIA CORPORATION: DEALS 178 13.2.3 ADVANCED MICRO DEVICES, INC. 180 TABLE 153 ADVANCED MICRO DEVICES, INC.: BUSINESS OVERVIEW 180 FIGURE 56 ADVANCED MICRO DEVICES, INC.: COMPANY SNAPSHOT 181 TABLE 154 ADVANCED MICRO DEVICES, INC.: PRODUCT LAUNCHES 182 TABLE 155 ADVANCED MICRO DEVICES, INC.: DEALS 183 13.2.4 SAMSUNG ELECTRONICS CO., LTD. 185 TABLE 156 SAMSUNG ELECTRONICS CO., LTD.: BUSINESS OVERVIEW 185 FIGURE 57 SAMSUNG ELECTRONICS CO., LTD.: COMPANY SNAPSHOT 186 TABLE 157 SAMSUNG ELECTRONICS CO., LTD.: PRODUCT LAUNCHES 187 TABLE 158 SAMSUNG ELECTRONICS CO., LTD.: DEALS 187 13.2.5 MICRON TECHNOLOGY, INC. 189 TABLE 159 MICRON TECHNOLOGY, INC.: BUSINESS OVERVIEW 189 FIGURE 58 MICRON TECHNOLOGY, INC.: COMPANY SNAPSHOT 190 TABLE 160 MICRON TECHNOLOGY, INC.: PRODUCT LAUNCHES 191 TABLE 161 MICRON TECHNOLOGY, INC.: DEALS 192 13.2.6 INTERNATIONAL BUSINESS MACHINES CORPORATION 193 TABLE 162 INTERNATIONAL BUSINESS MACHINES CORPORATION: BUSINESS OVERVIEW 193 FIGURE 59 INTERNATIONAL BUSINESS MACHINES CORPORATION: COMPANY SNAPSHOT 194 TABLE 163 INTERNATIONAL BUSINESS MACHINES CORPORATION.: PRODUCT LAUNCHES 195 TABLE 164 INTERNATIONAL BUSINESS MACHINES CORPORATION: DEALS 195 13.2.7 GOOGLE LLC 197 TABLE 165 GOOGLE LLC: BUSINESS OVERVIEW 197 FIGURE 60 GOOGLE LLC: COMPANY SNAPSHOT 198 TABLE 166 GOOGLE LLC: PRODUCT LAUNCHES 199 TABLE 167 GOOGLE LLC: DEALS 199 13.2.8 MICROSOFT CORPORATION 202 TABLE 168 MICROSOFT CORPORATION: BUSINESS OVERVIEW 202 FIGURE 61 MICROSOFT CORPORATION: COMPANY SNAPSHOT 203 TABLE 169 MICROSOFT CORPORATION: PRODUCT LAUNCHES 204 TABLE 170 MICROSOFT CORPORATION: DEALS 204 13.2.9 AMAZON WEB SERVICES, INC. 206 TABLE 171 AMAZON WEB SERVICES, INC.: BUSINESS OVERVIEW 206 FIGURE 62 AMAZON WEB SERVICES, INC.: COMPANY SNAPSHOT 206 TABLE 172 AMAZON WEB SERVICES, INC.: PRODUCT LAUNCHES 207 TABLE 173 AMAZON WEB SERVICES, INC.: DEALS 208 13.2.10 ORACLE CORPORATION 209 TABLE 174 ORACLE CORPORATION: BUSINESS OVERVIEW 209 FIGURE 63 ORACLE CORPORATION: COMPANY SNAPSHOT 210 TABLE 175 ORACLE CORPORATION: PRODUCT LAUNCHES 211 TABLE 176 ORACLE CORPORATION: DEALS 212 * Business Overview, Products/Solutions/Services Offered, Recent Developments, and MnM View might not be captured in case of unlisted companies. 13.3 OTHER PLAYERS 214 13.3.1 GRAPHCORE 214 13.3.2 SK HYNIX INC. 215 13.3.3 CISCO SYSTEMS, INC. 216 13.3.4 ARM LIMITED 217 13.3.5 DELL TECHNOLOGIES 218 13.3.6 HEWLETT PACKARD ENTERPRISE (HPE) 219 13.3.7 MIPS 220 13.3.8 TOSHIBA CORPORATION 221 13.3.9 GYRFALCON TECHNOLOGY INC. 222 13.3.10 IMAGINATION TECHNOLOGIES 222 13.3.11 CAMBRICON TECHNOLOGIES CORP. LTD. 223 13.3.12 CADENCE DESIGN SYSTEMS, INC. 224 13.3.13 TENSTORRENT INC. 225 13.3.14 SYNOPSYS, INC. 226 13.3.15 SENSETIME GROUP INC. 227 14 APPENDIX 228 14.1 DISCUSSION GUIDE 228 14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 231 14.3 CUSTOMIZATION OPTIONS 233 14.4 RELATED REPORTS 233 14.5 AUTHOR DETAILS 234
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