エッジAIソフトウェア市場 – 2030年までの世界予測

Edge AI Software Market - Global Forecast to 2030

エッジAIソフトウェア市場 - テクノロジー [生成 AI、機械学習 (ML) (教師あり学習、強化学習)、自然言語処理 (NLP)、コンピュータービジョン]、データモダリティ (空間データ、時間データ) - 2030年までの世界予測
Edge AI Software Market by Technology (Generative AI, Machine Learning (ML) (Supervised Learning, Reinforcement Learning), Natural Language Processing (NLP), Computer Vision), Data Modality (Spatial Data, Temporal Data) - Global Forecast to 2030

商品番号 : SMB-24517

出版社MarketsandMarkets
出版年月2024年12月
ページ数345
図表数348
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 Edge AI software market is projected to grow from USD 1.92 billion in 2024 to USD 7.19 billion by 2030, at a compound annual growth rate (CAGR) of 24.7% during the forecast period.

エッジAIソフトウェア市場は、2024 年の 19 億 2000 万米ドルから 2030 年までに 71 億 9000 万米ドルに成長し、予測期間中の年間平均成長率 (CAGR) は 24.7% になると予測されています。

エッジAIソフトウェア市場 - 2030年までの世界予測
edge-ai-software-market

The market is anticipated to grow due to Predictive maintenance powered by Edge AI is transforming industrial operations by enabling real-time monitoring and forecasting of equipment failures before they happen, Edge AI is enabling highly personalized experiences for consumers by processing data locally on devices like smartphones, wearables, and smart home systems and Smart grids and energy management systems are benefiting greatly from Edge AI’s ability to provide distributed intelligence. However, growth may be restrained by the complexity of deploying and managing machine learning models at the edge, the absence of standard protocols and interoperability between different Edge AI platforms, devices, and ecosystems can slow down adoption and the high initial investment required to build and scale Edge AI infrastructure can be prohibitive for some organizations.

エッジAIソフトウェア市場 - 2030年までの世界予測 12
edge-ai-software-market-impact

“Edge AI Platform Solutions Leading the Market with Highest CAGR Growth”

Platform solutions are expected to register the highest CAGR growth in the Edge AI software market due to their ability to integrate diverse AI capabilities, streamline deployment, and support scalable applications across industries. These platforms enable seamless development, testing, and deployment of AI models on edge devices, reducing complexity and accelerating time-to-market. Future opportunities lie in leveraging these solutions for autonomous systems, advanced robotics, and distributed IoT ecosystems, where customizable platforms can address specific requirements for real-time analytics, data security, and interoperability, driving adoption across sectors like healthcare, automotive, and industrial automation.

“Predictive Maintenance and Robotics Automation Transforming Manufacturing with Edge AI”

During the forecast period, the manufacturing sector is anticipated to dominate the Edge AI software market, driven by its adoption for real-time quality control, predictive maintenance, and robotics automation. Edge AI enables manufacturers to process vast amounts of machine data locally, reducing latency and enhancing operational efficiency. Future opportunities include leveraging Edge AI for smart factory solutions, optimizing energy consumption, and enabling autonomous production lines. As manufacturers prioritize Industry 4.0 initiatives and demand localized intelligence for critical operations, the deployment of Edge AI software in this sector will continue to expand rapidly.

“Asia Pacific’s rapid edge AI software market growth fueled by innovation and emerging technologies, while North America leads in market size”

Asia Pacific is projected to be the fastest-growing market for Edge AI software during the forecast period, driven by rapid industrialization, increasing adoption of IoT devices, and significant investments in smart city initiatives. The region’s growing demand for localized data processing in sectors like manufacturing, retail, and telecommunications further boosts this trend. Meanwhile, North America holds the largest market share due to its early adoption of advanced technologies, strong presence of key players, and robust infrastructure supporting AI deployment. Future opportunities include expanding Edge AI applications in Asia Pacific’s emerging markets for autonomous systems and real-time analytics, while North America continues to innovate in areas like healthcare and defense with cutting-edge edge computing solutions.

エッジAIソフトウェア市場 - 2030年までの世界予測 region
edge-ai-software-market-region

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the Edge AI software market.

  • By Company: Tier I – 30%, Tier II – 40%, and Tier III – 30%
  • By Designation: C-Level Executives – 35%, D-Level Executives – 25%, and others – 40%
  • By Region: North America – 30%, Europe – 35%, Asia Pacific – 25%, Middle East & Africa – 5%, and Latin America – 5%

The report includes the study of key players offering edge AI software market. It profiles major vendors in the Edge AI software market. The major players in the Edge AI software market include Microsoft (US), IBM (US), Google (US), AWS (US), Nutanix (US), Synaptics (US), Gorilla Technologies (UK), Intel (US), VEEA (US), Infineon Technologies (German), Intent HQ (UK), Baidu (China), NVIDIA (US), Alibaba Group (Singapore), Bosch Global Software Technologies (India), Azion (US), Blaize (US), ClearBlade (US), Johnson Controls (US), Midokura (Japan), Latent AI  (US), Axelera AI (Netherlands), Teraki (Germany), Ekkono (Sweden), Edge Impulse (US), Spectro Cloud (US), Barbara (Spain), Invision AI (US), Horizon Robotics (China), and Kneron (US).

エッジAIソフトウェア市場 - 2030年までの世界予測 ecosystem
edge-ai-software-market-ecosystem

Research coverage

This research report categorizes the Edge AI software Market By offering (Software [By Type and By Deployment mode] and Services [Professional services and Managed services]), By data Modality (Visual data, Auditory data, Textual data, Spatial data, Temporal data and Multi-modal data), By Technology (Generative AI and Other AI [Machine learning, Natural language processing, Computer vision and Others]), By End Uses (Manufacturing, Smart cities, BFSI, Healthcare & life sciences, Energy & utilities, Telecommunication, Retail, Automotive, Transportation & logistics, Consumer electronics & devices and Other end uses [IT & ITeS, Education and Agriculture]), and By Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the Edge AI software market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments associated with the Edge AI software market. Competitive analysis of upcoming startups in the Edge AI software market ecosystem is covered in this report.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall Edge AI software market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It 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 (increasing number of intelligent applications, rising use of IoT applications, increasing adoption of 5G network technology, exponential growth of data volume and network traffic), restraints (Bandwidth limitations resulting from the need for continuous data transfer and limited availability of AI experts), opportunities (growing deployment of TinyML, rising demand of autonomous and connected vehicles, emergence of transformative applications in various fields), and challenges (Need for optimization of edge AI standards, complexity of integrating diverse systems and lack of hardware standards).
  • Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the Edge AI software market.
  • Market Development: Comprehensive information about lucrative markets – the report analyses the Edge AI software market across varied regions.
  • Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the Edge AI software market.
  • Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like Microsoft (US), IBM (US), Google (US), AWS (US), Nutanix (US), Synaptics (US), Gorilla Technologies (UK), Intel (US), VEEA (US), Infineon Technologies (Germany), Intent HQ (UK), Baidu (China), NVIDIA (US), Alibaba Group (Singapore), Bosch Global Software Technologies (India), Azion (US), Blaize (US), ClearBlade (US), Johnson Controls (US), Midokura (Japan), Latent AI (US), Axelera AI (Netherlands), Teraki (Germany), Ekkono (Sweden), Edge Impulse (US), Spectro Cloud (US), Barbara (Spain), Invision AI (US), Horizon Robotics (China), and Kneron (US), among others in the Edge AI software market. The report also helps stakeholders understand the pulse of the Edge AI software market and provides them with information on key market drivers, restraints, challenges, and opportunities.

Table of Contents

1               INTRODUCTION              32

1.1           STUDY OBJECTIVES       32

1.2           MARKET DEFINITION   32

1.2.1        INCLUSIONS AND EXCLUSIONS 33

1.3           STUDY SCOPE   34

1.3.1        MARKETS COVERED       34

1.3.2        YEARS CONSIDERED      35

1.4           CURRENCY CONSIDERED            35

1.5           STAKEHOLDERS               36

1.6           SUMMARY OF CHANGES               36

2               RESEARCH METHODOLOGY       38

2.1           RESEARCH DATA              38

2.1.1        SECONDARY DATA          39

2.1.2        PRIMARY DATA 39

2.1.2.1    Breakup of primary profiles                40

2.1.2.2    Key industry insights           41

2.2           MARKET BREAKUP AND DATA TRIANGULATION                 42

2.3           MARKET SIZE ESTIMATION         43

2.3.1        TOP-DOWN APPROACH                43

2.3.2        BOTTOM-UP APPROACH              44

2.4           MARKET FORECAST       47

2.5           RESEARCH ASSUMPTIONS           48

2.6           RESEARCH LIMITATIONS             49

3               EXECUTIVE SUMMARY  50

4               PREMIUM INSIGHTS       58

4.1           ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN EDGE AI SOFTWARE MARKET 58

4.2           EDGE AI SOFTWARE MARKET, BY TOP THREE END USES                 58

4.3           EDGE AI SOFTWARE MARKET IN NORTH AMERICA, BY TOP THREE DATA MODALITY TYPES AND END USES     59

4.4           EDGE AI SOFTWARE MARKET, BY REGION           59

5               MARKET OVERVIEW AND INDUSTRY TRENDS    60

5.1           INTRODUCTION              60

5.2           MARKET DYNAMICS       60

5.2.1        DRIVERS               60

5.2.1.1    Increasing number of intelligent applications 60

5.2.1.2    Exponential growth of data volume and network traffic 61

5.2.1.3    Rising use of IoT applications            61

5.2.1.4    Increasing adoption of 5G network technology                61

5.2.2        RESTRAINTS      62

5.2.2.1    Bandwidth limitations resulting from need for continuous data transfer   62

5.2.2.2    Limited availability of AI experts       62

5.2.3        OPPORTUNITIES              62

5.2.3.1    Growing deployment of TinyML       62

5.2.3.2    Rising demand for autonomous and connected vehicles                 63

5.2.3.3    Emergence of transformative applications in various fields                 63

5.2.4        CHALLENGES    63

5.2.4.1    Need for optimization of edge AI standards    63

5.2.4.2    Complexity of integrating diverse systems       64

5.2.4.3    Lack of hardware standards                 64

5.3           IMPACT OF GENERATIVE AI ON EDGE AI SOFTWARE MARKET               65

5.3.1        TOP USE CASES AND MARKET POTENTIAL          65

5.3.1.1    Key use cases         65

5.3.1.1.1 Real-time Data Processing and Analysis          66

5.3.1.1.2 Predictive Maintenance       66

5.3.1.1.3 Anomaly Detection               66

5.3.1.1.4 Personalized User Experience            66

5.3.1.1.5 Enhanced Security & Fraud Detection              67

5.3.1.1.6 Scalable AI Models               67

5.4           EDGE AI SOFTWARE MARKET: EVOLUTION         68

5.5           ECOSYSTEM ANALYSIS  70

5.5.1        PLATFORM PROVIDERS                70

5.5.2        SDK PROVIDERS               70

5.5.3        FRAMEWORK & TOOLKIT PROVIDERS   71

5.5.4        SERVICE PROVIDERS      71

5.5.5        TECHNOLOGY PARTNERS/INTEGRATORS           71

5.5.6        END USERS         71

5.6           SUPPLY CHAIN ANALYSIS             72

5.7           INVESTMENT AND FUNDING SCENARIO               73

5.8           CASE STUDY ANALYSIS 75

5.8.1        CASE STUDY 1: LEVERAGING EDGE AI AND GEOSPATIAL ANALYTICS FOR ENHANCED RESPONSE AND RECOVERY                 75

5.8.2        CASE STUDY 2: FACILITATING PREDICTIVE MAINTENANCE AND COST SAVINGS FOR PRINT SHOP  75

5.8.3        CASE STUDY 3: TRANSFORMING POWER DISTRIBUTION BY LEVERAGING EDGE AI IN VIRTUALIZED SUBSTATIONS                 76

5.8.4        CASE STUDY 4: REVOLUTIONIZING INDUSTRIAL MONITORING WITH EKKONO’S EDGE AI VIRTUAL SENSORS                 76

5.8.5        CASE STUDY 5: TRANSFORMING WAREHOUSE EFFICIENCY WITH AUTONOMOUS AI-DRIVEN INVENTORY MONITORING SOLUTIONS          77

5.9           TECHNOLOGY ANALYSIS             77

5.9.1        KEY TECHNOLOGIES     77

5.9.1.1    Edge computing   77

5.9.1.2    Machine Learning (ML)     77

5.9.1.3    Computer vision   78

5.9.1.4    Natural Language Processing (NLP)                78

5.9.2        COMPLEMENTARY TECHNOLOGIES       78

5.9.2.1    Federated technologies        78

5.9.2.2    Cloud computing  78

5.9.2.3    Internet of Things (IoT)     78

5.9.3        ADJACENT TECHNOLOGIES       79

5.9.3.1    Big data analytics 79

5.9.3.2    Digital twins          79

5.9.3.3    Blockchain             79

5.10         REGULATORY LANDSCAPE         80

5.10.1      REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS             80

5.10.2      REGIONAL REGULATIONS           84

5.10.2.1  North America      84

5.10.2.1.1                SCR 17: Artificial Intelligence Bill – California, US                 84

5.10.2.1.2                S1103: Artificial Intelligence Automated Decision Bill – Connecticut, US   84

5.10.2.1.3                National Artificial Intelligence Initiative Act (NAIIA)                 85

5.10.2.1.4                Artificial Intelligence and Data Act (AIDA) – Canada                 85

5.10.2.2  Europe   86

5.10.2.2.1                Artificial Intelligence Act (AIA) – European Union                 86

5.10.2.2.2                General Data Protection Regulation – European Union                 86

5.10.2.3  Asia Pacific            87

5.10.2.3.1                Interim Administrative Measures for Generative Artificial Intelligence Services – China              87

5.10.2.3.2                National AI Strategy – Singapore       87

5.10.2.3.3                Hiroshima AI Process Comprehensive Policy Framework – Japan               88

5.10.2.4  Middle East & Africa            88

5.10.2.4.1                National Strategy for Artificial Intelligence – UAE                 88

5.10.2.4.2                National Artificial Intelligence Strategy – Qatar                 89

5.10.2.4.3                AI Ethics Principles and Guidelines – Dubai, UAE                 89

5.10.2.5  Latin America       89

5.10.2.5.1                Declaration of Santiago – Chile          89

5.10.2.5.2                Brazilian Artificial Intelligence Strategy – Brazil                 90

5.11         PATENT ANALYSIS          91

5.11.1      METHODOLOGY              91

5.11.2      PATENTS FILED, BY DOCUMENT TYPE  91

5.11.3      INNOVATION AND PATENT APPLICATIONS        92

5.12         PRICING ANALYSIS          95

5.12.1      INDICATIVE PRICING ANALYSIS OF EDGE AI SOFTWARE, BY DATA MODALITY      96

5.12.2      INDICATIVE PRICING ANALYSIS OF EDGE AI SOFTWARE, BY OFFERING    97

5.13         KEY CONFERENCES AND EVENTS, 2024–2025        97

5.14         PORTER’S FIVE FORCES ANALYSIS           99

5.14.1      THREAT OF NEW ENTRANTS      100

5.14.2      THREAT OF SUBSTITUTES          100

5.14.3      BARGAINING POWER OF SUPPLIERS       100

5.14.4      BARGAINING POWER OF BUYERS             100

5.14.5      INTENSITY OF COMPETITIVE RIVALRY 101

5.15         TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS            101

5.15.1      KEY TRENDS/DISRUPTIONS IMPACTING BUSINESS MODELS               101

5.16         KEY STAKEHOLDERS & BUYING CRITERIA            102

5.16.1      KEY STAKEHOLDERS IN BUYING PROCESS           102

5.16.2      BUYING CRITERIA           103

6               EDGE AI SOFTWARE MARKET, BY OFFERING      104

6.1           INTRODUCTION              105

6.1.1        DRIVERS: EDGE AI SOFTWARE MARKET, BY OFFERING                 105

6.2           SOFTWARE         107

6.2.1        RISING DEMAND ACROSS DIVERSE INDUSTRIES TO BOOST MARKET               107

6.2.2        BY TYPE               108

6.2.2.1    Platforms                109

6.2.2.2    Software development kits (SDKs)   110

6.2.2.3    Frameworks & toolkits         111

6.2.3        BY DEPLOYMENT MODE              112

6.2.3.1    Cloud      114

6.2.3.2    On-premises          115

6.3           SERVICES             116

6.3.1        RISING DEMAND FOR IMPLEMENTATION AND MAINTENANCE SUPPORT TO DRIVE MARKET    116

6.3.2        PROFESSIONAL SERVICES            118

6.3.2.1    Training & consulting          120

6.3.2.2    System integration & testing               121

6.3.2.3    Support & maintenance       122

6.3.3        MANAGED SERVICES      123

7               EDGE AI SOFTWARE MARKET, BY DATA MODALITY                 124

7.1           INTRODUCTION              125

7.1.1        DRIVERS: EDGE AI SOFTWARE MARKET, BY DATA MODALITY         125

7.2           VISUAL DATA    127

7.2.1        NEED FOR QUICK DECISION-MAKING TO DRIVE DEMAND             127

7.2.2        IMAGE DATA     128

7.2.3        VIDEO DATA      128

7.3           AUDITORY DATA             128

7.3.1        INCREASING REQUIREMENT FOR SPEEDY RECOGNITION OF AUDITORY SIGNALS TO BOOST MARKET                 128

7.3.2        AUDIO DATA     129

7.3.3        AUDIO SENSOR DATA    130

7.4           TEXTUAL DATA                130

7.4.1        NEED FOR QUICK RESPONSE TO TEXT DATA TO DRIVE MARKET               130

7.4.2        STRUCTURED TEXT DATA           131

7.4.3        UNSTRUCTURED TEXT DATA    131

7.4.4        SEMI-STRUCTURED TEXT DATA               132

7.5           SPATIAL DATA  132

7.5.1        GROWING ADOPTION OF LOCATION-BASED APPLICATIONS TO PROPEL MARKET      132

7.5.2        GEOSPATIAL DATA         133

7.5.3        LOCATION SENSON DATA           134

7.6           TEMPORAL DATA            134

7.6.1        RISING REQUIREMENT FOR PREDICTIVE MAINTENANCE TO BOOST MARKET       134

7.6.2        TIME-SERIES DATA         135

7.6.3        ENVIRONMENTAL SENSOR DATA             136

7.7           MULTIMODAL DATA     136

7.7.1        INCREASING NEED TO COMBINE INFORMATION FROM VARIOUS SOURCES TO DRIVE DEMAND                136

7.7.2        MULTIMODAL FUSION 137

7.7.3        CROSS-MODAL FUSION 138

8               EDGE AI SOFTWARE MARKET, BY TECHNOLOGY                 139

8.1           INTRODUCTION              140

8.1.1        DRIVERS: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY  140

8.2           GENERATIVE AI                142

8.2.1        INCREASING NEED FOR CONTENT CREATION AT LOCAL LEVEL TO DRIVE MARKET            142

8.3           OTHER AI            143

8.3.1        ABILITY TO FACILITATE QUICK DECISION-MAKING TO DRIVE DEMAND               143

8.3.2        MACHINE LEARNING     145

8.3.2.1    Supervised learning              146

8.3.2.2    Unsupervised learning         146

8.3.2.3    Reinforcement learning       146

8.3.3        NATURAL LANGUAGE PROCESSING       147

8.3.4        COMPUTER VISION        148

8.3.5        OTHER TECHNOLOGIES               149

9               EDGE AI SOFTWARE MARKET, BY END USE          150

9.1           INTRODUCTION              151

9.1.1        DRIVERS: EDGE AI SOFTWARE MARKET, BY END USE                 151

9.2           MANUFACTURING          153

9.2.1        ABILITY TO ENHANCE OVERALL PRODUCTIVITY TO DRIVE MARKET 153

9.2.2        INDUSTRIAL AUTOMATION       154

9.2.3        PREDICTIVE MAINTENANCE      155

9.2.4        QUALITY CONTROL       155

9.2.5        YIELD OPTIMIZATION  155

9.2.6        CONDITION & PRECISION MONITORING              156

9.3           HEALTHCARE & LIFE SCIENCES 156

9.3.1        NEED FOR QUICK DATA ANALYSIS TO BOOST DEMAND                 156

9.3.2        REMOTE PATIENT MONITORING             157

9.3.3        MEDICAL IMAGING        158

9.3.4        HOSPITAL MANAGEMENT SYSTEMS       158

9.3.5        REAL-TIME HEALTH DATA ANALYTICS 158

9.3.6        PERSONALIZED MEDICINE          159

9.4           ENERGY & UTILITIES     159

9.4.1        GROWING ADOPTION TO IMPROVE OPERATIONAL EFFICIENCY TO FUEL MARKET  159

9.4.2        SMART GRIDS   160

9.4.3        RENEWABLE ENERGY MANAGEMENT    161

9.4.4        ASSET MONITORING & OPTIMIZATION 161

9.4.5        ENERGY DISTRIBUTION AUTOMATION                 161

9.4.6        PREDICTIVE ENERGY DEMAND FORECASTING 162

9.5           TELECOMMUNICATION               162

9.5.1        NEED TO OPTIMIZE NETWORK PERFORMANCE TO DRIVE DEMAND               162

9.5.2        5G INFRASTRUCTURE    163

9.5.3        REAL-TIME NETWORK MONITORING     164

9.5.4        SUBSCRIBER DATA ANALYTICS 164

9.5.5        AUTOMATED CALL ROUTING   164

9.6           RETAIL 165

9.6.1        INCREASING DEMAND FOR PERSONALIZED SHOPPING EXPERIENCES TO DRIVE MARKET            165

9.6.2        IN-STORE ANALYTICS   166

9.6.3        SMART CHECKOUTS      166

9.6.4        CUSTOMER BEHAVIOR ANALYSIS             166

9.6.5        INVENTORY MANAGEMENT       167

9.6.6        PERSONALIZED PROMOTIONS & OFFERS             167

9.7           AUTOMOTIVE   167

9.7.1        INCREASING DEMAND FOR CONNECTED VEHICLES TO DRIVE MARKET 167

9.7.2        AUTONOMOUS AND SEMI-AUTONOMOUS VEHICLES                 168

9.7.3        ADVANCED DRIVER-ASSISTANCE SYSTEMS (ADAS)                 169

9.7.4        DRIVER MONITORING SYSTEMS               169

9.7.5        IN-VEHICLE INFOTAINMENT SYSTEMS 169

9.8           TRANSPORTATION & LOGISTICS              170

9.8.1        ABILITY TO STREAMLINE OPERATIONS TO FUEL DEMAND             170

9.8.2        FLEET MANAGEMENT   171

9.8.3        ROUTE OPTIMIZATION 171

9.8.4        LOGISTICS AUTOMATION           172

9.8.5        TRAFFIC PATTERN ANALYSIS    172

9.8.6        SUPPLY CHAIN OPTIMIZATION 172

9.9           SMART CITIES   173

9.9.1        GROWING PRESSURE ON INFRASTRUCTURE AND PUBLIC SERVICES TO DRIVE DEMAND  173

9.9.2        TRAFFIC MANAGEMENT               174

9.9.3        WASTE MANAGEMENT 174

9.9.4        ENVIRONMENTAL MONITORING             174

9.9.5        SURVEILLANCE & SECURITY       175

9.9.6        EMERGENCY RESPONSE SYSTEMS            175

9.10         BFSI       175

9.10.1      RISING REQUIREMENT FOR FRAUD DETECTION AND PREVENTION TO PROPEL MARKET         175

9.10.2      FRAUD DETECTION & PREVENTION       176

9.10.3      AUTOMATED TRADING SYSTEMS            177

9.10.4      CUSTOMER SENTIMENT ANALYSIS         177

9.10.5      COMPLIANCE & REGULATORY REPORTING        177

9.11         CONSUMER ELECTRONICS & DEVICES  178

9.11.1      INCREASING DEMAND FOR FASTER RESPONSE TIMES TO FUEL MARKET            178

9.11.2      SMARTPHONES & TABLETS         179

9.11.3      WEARABLE DEVICES      179

9.11.4      SMART CAMERAS & SECURITY DEVICES                179

9.11.5      AUGMENTED & VIRTUAL REALITY (AR/VR) HEADSETS                 180

9.11.6      CONSUMER DRONES     180

9.11.7      HOME APPLIANCES        180

9.11.8      OTHER DEVICES              181

9.12         OTHER END USES            181

10            EDGE AI SOFTWARE MARKET, BY REGION           183

10.1         INTRODUCTION              184

10.2         NORTH AMERICA             186

10.2.1      DRIVERS: EDGE AI SOFTWARE MARKET IN NORTH AMERICA             186

10.2.2      NORTH AMERICA: MACROECONOMIC OUTLOOK                 187

10.2.3      US           195

10.2.3.1  Increasing government initiatives to propel market        195

10.2.4      CANADA               195

10.2.4.1  Collaborative efforts by government and private sector to drive market    195

10.3         EUROPE               196

10.3.1      DRIVERS: EDGE AI SOFTWARE MARKET IN EUROPE                 196

10.3.2      EUROPE: MACROECONOMIC OUTLOOK               196

10.3.3      UK          203

10.3.3.1  Government support for research and development to fuel market    203

10.3.4      FRANCE                204

10.3.4.1  Increasing focus on real-time data processing to drive demand                 204

10.3.5      GERMANY           204

10.3.5.1  Introduction of innovation hubs and collaborative platforms to boost market          204

10.3.6      ITALY    205

10.3.6.1  Rising focus on research activities to drive market          205

10.3.7      SPAIN    205

10.3.7.1  Government initiatives and private sector investments to drive market    205

10.3.8      REST OF EUROPE             206

10.4         ASIA PACIFIC     206

10.4.1      DRIVERS: EDGE AI SOFTWARE MARKET IN ASIA PACIFIC                 207

10.4.2      ASIA PACIFIC: MACROECONOMIC OUTLOOK     207

10.4.3      CHINA  215

10.4.3.1  Government support for AI-related research to drive market                 215

10.4.4      JAPAN   215

10.4.4.1  Focus on infrastructure enhancement to boost demand                 215

10.4.5      INDIA    216

10.4.5.1  Government focus on innovation to drive market           216

10.4.6      AUSTRALIA & NEW ZEALAND     216

10.4.6.1  Partnerships to leverage edge computing capabilities to boost demand  216

10.4.7      ASEAN COUNTRIES         217

10.4.7.1  Increasing government focus on responsible AI adoption to fuel market    217

10.4.8      REST OF ASIA PACIFIC   217

10.5         MIDDLE EAST & AFRICA                218

10.5.1      DRIVERS: EDGE AI SOFTWARE MARKET IN MIDDLE EAST & AFRICA 218

10.5.2      MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK                 218

10.5.3      MIDDLE EAST   226

10.5.3.1  Saudi Arabia          226

10.5.3.1.1                Growing demand for real-time data processing to fuel market    226

10.5.3.2  UAE        227

10.5.3.2.1                Focus on digital transformation to drive demand                 227

10.5.3.3  Turkey    227

10.5.3.3.1                Industry-academic research partnerships to boost market    227

10.5.3.4  Qatar      228

10.5.3.4.1                Increasing adoption of IoT devices to drive demand                 228

10.5.3.5  Rest of Middle East              228

10.5.4      AFRICA 228

10.6         LATIN AMERICA                229

10.6.1      DRIVERS: EDGE AI SOFTWARE MARKET IN LATIN AMERICA             229

10.6.2      LATIN AMERICA: MACROECONOMIC OUTLOOK                 229

10.6.3      BRAZIL 236

10.6.3.1  Rising adoption of edge computing across sectors to drive market                 236

10.6.4      MEXICO                237

10.6.4.1  Government support for digital transformation to fuel market                 237

10.6.5      ARGENTINA       237

10.6.5.1  Increasing investment in digital infrastructure to drive demand                 237

10.6.6      REST OF LATIN AMERICA             238

11            COMPETITIVE LANDSCAPE         239

11.1         OVERVIEW          239

11.2         KEY PLAYERS STRATEGIES/RIGHT TO WIN, 2023–2024                 239

11.3         REVENUE ANALYSIS       241

11.4         MARKET SHARE ANALYSIS, 2023                 242

11.4.1      MARKET RANKING ANALYSIS     243

11.5         BRAND/PRODUCT COMPARISON             244

11.5.1      BRAND/PRODUCT COMPARISON, BY OFFERING                 244

11.5.2      BRAND/PRODUCT COMPARISON, BY DATA MODALITY                 246

11.6         COMPANY VALUATION AND FINANCIAL METRICS                 247

11.7         COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023                 248

11.7.1      STARS   248

11.7.2      EMERGING LEADERS     248

11.7.3      PERVASIVE PLAYERS      248

11.7.4      PARTICIPANTS 249

11.7.5      COMPANY FOOTPRINT: KEY PLAYERS, 2023         250

11.7.5.1  Company footprint               250

11.7.5.2  Region footprint   251

11.7.5.3  Offering footprint 252

11.7.5.4  Technology footprint           253

11.7.5.5  End use footprint  254

11.8         COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023        255

11.8.1      PROGRESSIVE COMPANIES         255

11.8.2      RESPONSIVE COMPANIES            255

11.8.3      DYNAMIC COMPANIES  255

11.8.4      STARTING BLOCKS         255

11.8.5      COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024                 257

11.8.5.1  Detailed list of key startups/SMEs    257

11.8.5.2  Competitive benchmarking of key startups/SMEs          258

11.9         COMPETITIVE SCENARIO AND TRENDS                259

11.9.1      PRODUCT LAUNCHES AND ENHANCEMENTS    259

11.9.2      DEALS  263

12            COMPANY PROFILES      269

12.1         INTRODUCTION              269

12.1.1      MICROSOFT       270

12.1.1.1  Business overview 270

12.1.1.2  Products offered   271

12.1.1.3  Recent developments           272

12.1.1.3.1                Product launches and enhancements                 272

12.1.1.3.2                Deals      273

12.1.1.4  MnM view              274

12.1.1.4.1                Right to win           274

12.1.1.4.2                Strategic choices   274

12.1.1.4.3                Weaknesses and competitive threats 274

12.1.2      IBM        275

12.1.2.1  Business overview 275

12.1.2.2  Products offered   276

12.1.2.3  Recent developments           277

12.1.2.3.1                Product launches and enhancements                 277

12.1.2.3.2                Deals      278

12.1.2.4  MnM view              279

12.1.2.4.1                Right to win           279

12.1.2.4.2                Strategic choices   279

12.1.2.4.3                Weaknesses and competitive threats 279

12.1.3      GOOGLE              280

12.1.3.1  Business overview 280

12.1.3.2  Products offered   281

12.1.3.3  Recent developments           283

12.1.3.3.1                Product launches and enhancements                 283

12.1.3.3.2                Deals      284

12.1.3.4  MnM view              284

12.1.3.4.1                Right to win           284

12.1.3.4.2                Strategic choices   284

12.1.3.4.3                Weaknesses and competitive threats 284

12.1.4      AWS       285

12.1.4.1  Business overview 285

12.1.4.2  Products offered   286

12.1.4.3  Recent developments           287

12.1.4.3.1                Product launches and enhancements                 287

12.1.4.3.2                Deals      288

12.1.4.4  MnM view              288

12.1.4.4.1                Right to win           288

12.1.4.4.2                Strategic choices   289

12.1.4.4.3                Weaknesses and competitive threats 289

12.1.5      NUTANIX             290

12.1.5.1  Business overview 290

12.1.5.2  Products offered   291

12.1.5.3  Recent developments           292

12.1.5.3.1                Product launches and enhancements                 292

12.1.5.3.2                Deals      293

12.1.5.4  MnM view              293

12.1.5.4.1                Right to win           293

12.1.5.4.2                Strategic choices   293

12.1.5.4.3                Weaknesses and competitive threats 294

12.1.6      SYNAPTICS         295

12.1.6.1  Business overview 295

12.1.6.2  Products offered   296

12.1.6.3  Recent developments           297

12.1.6.3.1                Product launches and enhancements                 297

12.1.6.3.2                Deals      297

12.1.7      GORILLA TECHNOLOGIES           298

12.1.7.1  Business overview 298

12.1.7.2  Products offered   299

12.1.7.3  Recent developments           300

12.1.7.3.1                Deals      300

12.1.8      INFINEON TECHNOLOGIES         301

12.1.8.1  Business overview 301

12.1.8.2  Products offered   302

12.1.8.3  Recent developments           303

12.1.8.3.1                Product launches and enhancements                 303

12.1.8.3.2                Deals      303

12.1.9      INTEL   304

12.1.9.1  Business overview 304

12.1.9.2  Products offered   305

12.1.9.3  Recent developments           306

12.1.9.3.1                Product launches and enhancements                 306

12.1.9.3.2                Deals      306

12.1.10   VEEA     308

12.1.10.1                 Business overview 308

12.1.10.2                 Products offered   308

12.1.10.3                 Recent developments           309

12.1.10.3.1             Deals      309

12.2         OTHER PLAYERS              310

12.2.1      INTENT HQ        310

12.2.2      BAIDU  310

12.2.3      NVIDIA 311

12.2.4      ALIBABA CLOUD              311

12.2.5      BOSCH GLOBAL SOFTWARE TECHNOLOGIES    312

12.2.6      AZION  313

12.2.7      BLAIZE 314

12.2.8      CLEARBLADE    314

12.2.9      JOHNSON CONTROLS    315

12.2.10   MIDOKURA         315

12.3         STARTUP/SME PROFILES             316

12.3.1      AXELERA AI        316

12.3.1.1  Business overview 316

12.3.1.2  Products offered   316

12.3.1.3  Recent developments           317

12.3.1.3.1                Deals      317

12.3.2      EDGE IMPULSE 318

12.3.2.1  Business overview 318

12.3.2.2  Products offered   318

12.3.2.3  Recent developments           319

12.3.2.3.1                Deals      319

12.3.3      LATENT AI          320

12.3.4      TERAKI 320

12.3.5      EKKONO              321

12.3.6      SPECTRO CLOUD             321

12.3.7      BARBARA             322

12.3.8      INVISION AI        322

12.3.9      HORIZON ROBOTICS     323

12.3.10   KNERON               323

13            ADJACENT AND RELATED MARKETS      324

13.1         INTRODUCTION              324

13.2         EDGE COMPUTING MARKET – GLOBAL FORECAST TO 2029        324

13.2.1      MARKET DEFINITION   324

13.2.2      MARKET OVERVIEW       324

13.2.2.1  Edge computing market, by component           324

13.2.2.2  Edge computing market, by organization size 325

13.2.2.3  Edge computing market, by application            326

13.2.2.4  Edge computing market, by vertical  326

13.2.2.5  Edge computing market, by region    327

13.3         ARTIFICIAL INTELLIGENCE (AI) MARKET – GLOBAL FORECAST TO 2030          328

13.3.1      MARKET DEFINITION   328

13.3.2      MARKET OVERVIEW       329

13.3.2.1  Artificial intelligence market, by offering         329

13.3.2.2  Artificial intelligence market, by technology    330

13.3.2.3  Artificial intelligence market, by business function        331

13.3.2.4  Artificial intelligence market, by vertical          332

13.3.2.5  Artificial intelligence market, by region            333

14            APPENDIX           335

14.1         DISCUSSION GUIDE        335

14.2         KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL                341

14.3         CUSTOMIZATION OPTIONS        343

14.4         RELATED REPORTS         343

14.5         AUTHOR DETAILS           344

LIST OF TABLES

TABLE 1                USD EXCHANGE RATE, 2019–2023              35

TABLE 2                KEY PARTICIPANTS IN PRIMARY INTERVIEWS                 39

TABLE 3                FACTOR ANALYSIS          47

TABLE 4                EDGE AI SOFTWARE MARKET SIZE AND GROWTH RATE,

2019–2023 (USD MILLION, Y-O-Y)               51

TABLE 5                EDGE AI SOFTWARE MARKET SIZE AND GROWTH RATE,

2024–2030 (USD MILLION, Y-O-Y)               51

TABLE 6                NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 80

TABLE 7                EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS           81

TABLE 8                ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 82

TABLE 9                MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 83

TABLE 10              LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 84

TABLE 11              EDGE AI SOFTWARE MARKET: PATENTS FILED, 2015–2024              91

TABLE 12              EDGE AI SOFTWARE-RELATED PATENTS, 2023–2024        93

TABLE 13              INDICATIVE PRICING ANALYSIS OF EDGE AI SOFTWARE, BY DATA MODALITY             96

TABLE 14              INDICATIVE PRICING ANALYSIS OF EDGE AI SOFTWARE, BY OFFERING           97

TABLE 15              EDGE AI SOFTWARE MARKET: KEY CONFERENCES & EVENTS, 2024–2025       97

TABLE 16              EDGE AI SOFTWARE MARKET: IMPACT OF PORTER’S FIVE FORCES 99

TABLE 17              INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USES     103

TABLE 18              KEY BUYING CRITERIA FOR TOP THREE END USES      103

TABLE 19              EDGE AI SOFTWARE MARKET, BY OFFERING, 2019–2023 (USD MILLION)            106

TABLE 20              EDGE AI SOFTWARE MARKET, BY OFFERING, 2024–2030 (USD MILLION)            106

TABLE 21              SOFTWARE: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)          107

TABLE 22              SOFTWARE: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)          107

TABLE 23              SOFTWARE: EDGE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)                108

TABLE 24              SOFTWARE: EDGE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)                109

TABLE 25              PLATFORMS: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            109

TABLE 26              PLATFORMS: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            110

TABLE 27              SOFTWARE DEVELOPMENT KITS: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            110

TABLE 28              SOFTWARE DEVELOPMENT KITS: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            111

TABLE 29              FRAMEWORKS & TOOLKITS: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            111

TABLE 30              FRAMEWORKS & TOOLKITS: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            112

TABLE 31              SOFTWARE: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2019–2023 (USD MILLION)            113

TABLE 32              SOFTWARE: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2024–2030 (USD MILLION)            113

TABLE 33              CLOUD: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)          114

TABLE 34              CLOUD: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)          114

TABLE 35              ON-PREMISES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            115

TABLE 36              ON-PREMISES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            115

TABLE 37              EDGE AI SOFTWARE MARKET, BY SERVICE, 2019–2023 (USD MILLION)       116

TABLE 38              EDGE AI SOFTWARE MARKET, BY SERVICE, 2024–2030 (USD MILLION)       117

TABLE 39              SERVICES: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)          117

TABLE 40              SERVICES: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)          117

TABLE 41              PROFESSIONAL SERVICES: EDGE AI SOFTWARE MARKET,

2019–2023 (USD MILLION)            118

TABLE 42              PROFESSIONAL SERVICES: EDGE AI SOFTWARE MARKET,

2024–2030 (USD MILLION)            119

TABLE 43              PROFESSIONAL SERVICES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            119

TABLE 44              PROFESSIONAL SERVICES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            119

TABLE 45              TRAINING & CONSULTING: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            120

TABLE 46              TRAINING & CONSULTING: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            120

TABLE 47              SYSTEM INTEGRATION & TESTING: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)                 121

TABLE 48              SYSTEM INTEGRATION & TESTING: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)                 121

TABLE 49              SUPPORT & MAINTENANCE: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            122

TABLE 50              SUPPORT & MAINTENANCE: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            122

TABLE 51              MANAGED SERVICES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            123

TABLE 52              MANAGED SERVICES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            123

TABLE 53              EDGE AI SOFTWARE MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)   126

TABLE 54              EDGE AI SOFTWARE MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)   126

TABLE 55              VISUAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            127

TABLE 56              VISUAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            127

TABLE 57             AUDITORY DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            129

TABLE 58             AUDITORY DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            129

TABLE 59              TEXTUAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            130

TABLE 60              TEXTUAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            131

TABLE 61              SPATIAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            133

TABLE 62              SPATIAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            133

TABLE 63              TEMPORAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            135

TABLE 64              TEMPORAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            135

TABLE 65              MULTIMODAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            137

TABLE 66              MULTIMODAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            137

TABLE 67              EDGE AI SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)            141

TABLE 68              EDGE AI SOFTWARE MARKET, BY TECHNOLOGY, 2024–2030 (USD MILLION)            141

TABLE 69              GENERATIVE AI: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            142

TABLE 70              GENERATIVE AI: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            142

TABLE 71              OTHER AI: EDGE AI SOFTWARE MARKET, 2019–2023 (USD MILLION)       143

TABLE 72              OTHER AI: EDGE AI SOFTWARE MARKET, 2024–2030 (USD MILLION)       143

TABLE 73              OTHER AI: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)          144

TABLE 74              OTHER AI: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)          144

TABLE 75              MACHINE LEARNING: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            145

TABLE 76              MACHINE LEARNING: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            145

TABLE 77              NATURAL LANGUAGE PROCESSING: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)                 147

TABLE 78              NATURAL LANGUAGE PROCESSING: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)                 147

TABLE 79              COMPUTER VISION: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            148

TABLE 80              COMPUTER VISION: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            148

TABLE 81              OTHER TECHNOLOGIES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            149

TABLE 82              OTHER TECHNOLOGIES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            149

TABLE 83              EDGE AI SOFTWARE MARKET, BY END USE, 2019–2023 (USD MILLION)            152

TABLE 84              EDGE AI SOFTWARE MARKET, BY END USE, 2024–2030 (USD MILLION)            153

TABLE 85              MANUFACTURING: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            154

TABLE 86              MANUFACTURING: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            154

TABLE 87              HEALTHCARE & LIFE SCIENCES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            157

TABLE 88              HEALTHCARE & LIFE SCIENCES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            157

TABLE 89              ENERGY & UTILITIES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            160

TABLE 90              ENERGY & UTILITIES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            160

TABLE 91              TELECOMMUNICATION: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            163

TABLE 92              TELECOMMUNICATION: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            163

TABLE 93              RETAIL: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)          165

TABLE 94              RETAIL: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)          165

TABLE 95              AUTOMOTIVE: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            168

TABLE 96              AUTOMOTIVE: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            168

TABLE 97              TRANSPORTATION & LOGISTICS: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            170

TABLE 98              TRANSPORTATION & LOGISTICS: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            171

TABLE 99              SMART CITIES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            173

TABLE 100            SMART CITIES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            173

TABLE 101            BFSI: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)            176

TABLE 102            BFSI: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)            176

TABLE 103            CONSUMER ELECTRONICS & DEVICES: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)                 178

TABLE 104            CONSUMER ELECTRONICS & DEVICES: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)                 178

TABLE 105          OTHER END USES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)            181

TABLE 106          OTHER END USES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)            182

TABLE 107            EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)       185

TABLE 108            EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)       185

TABLE 109          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY OFFERING,

2019–2023 (USD MILLION)            188

TABLE 110          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY OFFERING,

2024–2030 (USD MILLION)            189

TABLE 111          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2019–2023 (USD MILLION)            189

TABLE 112          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2024–2030 (USD MILLION)            189

TABLE 113          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2019–2023 (USD MILLION)            189

TABLE 114          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2024–2030 (USD MILLION)            190

TABLE 115          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY SERVICE,

2019–2023 (USD MILLION)            190

TABLE 116          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY SERVICE,

2024–2030 (USD MILLION)            190

TABLE 117          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION) 190

TABLE 118          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION) 191

TABLE 119          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)            191

TABLE 120          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2024–2030 (USD MILLION)            191

TABLE 121          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2019–2023 (USD MILLION)            192

TABLE 122          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2024–2030 (USD MILLION)            192

TABLE 123          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES, 2019–2023 (USD MILLION)                 192

TABLE 124          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES, 2024–2030 (USD MILLION)                 193

TABLE 125          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY END USE,

2019–2023 (USD MILLION)            193

TABLE 126          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY END USE,

2024–2030 (USD MILLION)            194

TABLE 127          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2019–2023 (USD MILLION)            194

TABLE 128          NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2024–2030 (USD MILLION)            194

TABLE 129            EUROPE: EDGE AI SOFTWARE MARKET, BY OFFERING, 2019–2023 (USD MILLION)     197

TABLE 130            EUROPE: EDGE AI SOFTWARE MARKET, BY OFFERING, 2024–2030 (USD MILLION)     197

TABLE 131            EUROPE: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2019–2023 (USD MILLION)            197

TABLE 132            EUROPE: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2024–2030 (USD MILLION)            198

TABLE 133            EUROPE: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2019–2023 (USD MILLION)            198

TABLE 134            EUROPE: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2024–2030 (USD MILLION)            198

TABLE 135            EUROPE: EDGE AI SOFTWARE MARKET, BY SERVICE, 2019–2023 (USD MILLION)         198

TABLE 136            EUROPE: EDGE AI SOFTWARE MARKET, BY SERVICE, 2024–2030 (USD MILLION)         199

TABLE 137            EUROPE: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            199

TABLE 138            EUROPE: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            199

TABLE 139            EUROPE: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)            200

TABLE 140            EUROPE: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2024–2030 (USD MILLION)            200

TABLE 141            EUROPE: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2019–2023 (USD MILLION)            200

TABLE 142            EUROPE: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2024–2030 (USD MILLION)            201

TABLE 143            EUROPE: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES,

2019–2023 (USD MILLION)            201

TABLE 144            EUROPE: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES,

2024–2030 (USD MILLION)            201

TABLE 145            EUROPE: EDGE AI SOFTWARE MARKET, BY END USE, 2019–2023 (USD MILLION)  202

TABLE 146            EUROPE: EDGE AI SOFTWARE MARKET, BY END USE, 2024–2030 (USD MILLION)  202

TABLE 147            EUROPE: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)     203

TABLE 148            EUROPE: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2024–2030 (USD MILLION)     203

TABLE 149            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY OFFERING,

2019–2023 (USD MILLION)            208

TABLE 150            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY OFFERING,

2024–2030 (USD MILLION)            209

TABLE 151            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2019–2023 (USD MILLION)            209

TABLE 152            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2024–2030 (USD MILLION)            209

TABLE 153            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2019–2023 (USD MILLION)            209

TABLE 154            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2024–2030 (USD MILLION)            210

TABLE 155            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY SERVICE,

2019–2023 (USD MILLION)            210

TABLE 156            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY SERVICE,

2024–2030 (USD MILLION)            210

TABLE 157            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            210

TABLE 158            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            211

TABLE 159            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)            211

TABLE 160            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2024–2030 (USD MILLION)            211

TABLE 161            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2019–2023 (USD MILLION)            212

TABLE 162            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2024–2030 (USD MILLION)            212

TABLE 163            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES,

2019–2023 (USD MILLION)            212

TABLE 164            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES,

2024–2030 (USD MILLION)            213

TABLE 165            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY END USE,

2019–2023 (USD MILLION)            213

TABLE 166            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY END USE,

2024–2030 (USD MILLION)            214

TABLE 167            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2019–2023 (USD MILLION)            214

TABLE 168            ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2024–2030 (USD MILLION)            215

TABLE 169            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY OFFERING,

2019–2023 (USD MILLION)            219

TABLE 170            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY OFFERING,

2024–2030 (USD MILLION)            219

TABLE 171            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)                 219

TABLE 172            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE, 2024–2030 (USD MILLION)                 220

TABLE 173            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)                 220

TABLE 174            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)                 220

TABLE 175            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SERVICE,

2019–2023 (USD MILLION)            220

TABLE 176            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SERVICE,

2024–2030 (USD MILLION)            221

TABLE 177            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)                 221

TABLE 178            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)                 221

TABLE 179            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)            222

TABLE 180            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2024–2030 (USD MILLION)            222

TABLE 181            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2019–2023 (USD MILLION)            222

TABLE 182            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2024–2030 (USD MILLION)            223

TABLE 183            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET,

BY OTHER AI TECHNOLOGIES, 2019–2023 (USD MILLION)                 223

TABLE 184            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET,

BY OTHER AI TECHNOLOGIES, 2024–2030 (USD MILLION)                 223

TABLE 185            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY END USE,

2019–2023 (USD MILLION)            224

TABLE 186            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY END USE,

2024–2030 (USD MILLION)            224

TABLE 187            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SUB-REGION,

2019–2023 (USD MILLION)            225

TABLE 188            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SUB-REGION,

2024–2030 (USD MILLION)            225

TABLE 189            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2019–2023 (USD MILLION)            225

TABLE 190            MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2024–2030 (USD MILLION)            226

TABLE 191            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY OFFERING,

2019–2023 (USD MILLION)            230

TABLE 192            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY OFFERING,

2024–2030 (USD MILLION)            230

TABLE 193            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2019–2023 (USD MILLION)            230

TABLE 194            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2024–2030 (USD MILLION)            231

TABLE 195            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2019–2023 (USD MILLION)            231

TABLE 196            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2024–2030 (USD MILLION)            231

TABLE 197            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY SERVICE,

2019–2023 (USD MILLION)            231

TABLE 198            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY SERVICE,

2024–2030 (USD MILLION)            232

TABLE 199            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            232

TABLE 200            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            232

TABLE 201            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)            233

TABLE 202            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2024–2030 (USD MILLION)            233

TABLE 203            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2019–2023 (USD MILLION)            233

TABLE 204            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2024–2030 (USD MILLION)            234

TABLE 205            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES, 2019–2023 (USD MILLION)                 234

TABLE 206            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES, 2024–2030 (USD MILLION)                 234

TABLE 207            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY END USE,

2019–2023 (USD MILLION)            235

TABLE 208            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY END USE,

2024–2030 (USD MILLION)            235

TABLE 209            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2019–2023 (USD MILLION)            236

TABLE 210            LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2024–2030 (USD MILLION)            236

TABLE 211            OVERVIEW OF STRATEGIES ADOPTED BY KEY EDGE AI SOFTWARE

VENDORS, 2023–2024       239

TABLE 212            EDGE AI SOFTWARE MARKET: DEGREE OF COMPETITION 243

TABLE 213            EDGE AI SOFTWARE MARKET: REGION FOOTPRINT       251

TABLE 214            EDGE AI SOFTWARE MARKET: OFFERING FOOTPRINT       252

TABLE 215            EDGE AI SOFTWARE MARKET: TECHNOLOGY FOOTPRINT       253

TABLE 216            EDGE AI SOFTWARE MARKET: END USE FOOTPRINT       254

TABLE 217            EDGE AI SOFTWARE MARKET: KEY STARTUPS/SMES              257

TABLE 218            EDGE AI SOFTWARE MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES   258

TABLE 219            EDGE AI SOFTWARE MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2022– NOVEMBER 2024        259

TABLE 220            EDGE AI SOFTWARE MARKET: DEALS, JANUARY 2022–NOVEMBER 2024    263

TABLE 221            MICROSOFT: COMPANY OVERVIEW        270

TABLE 222            MICROSOFT: PRODUCTS OFFERED         271

TABLE 223            MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS             272

TABLE 224            MICROSOFT: DEALS       273

TABLE 225            IBM: COMPANY OVERVIEW         275

TABLE 226            IBM: PRODUCTS OFFERED          276

TABLE 227            IBM: PRODUCT LAUNCHES AND ENHANCEMENTS             277

TABLE 228            IBM: DEALS        278

TABLE 229            GOOGLE: COMPANY OVERVIEW               280

TABLE 230            GOOGLE: PRODUCTS OFFERED                281

TABLE 231            GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS             283

TABLE 232            GOOGLE: DEALS              284

TABLE 233            AWS: COMPANY OVERVIEW        285

TABLE 234            AWS: PRODUCTS OFFERED         286

TABLE 235            AWS: PRODUCT LAUNCHES AND ENHANCEMENTS             287

TABLE 236            AWS: DEALS       288

TABLE 237            NUTANIX: COMPANY OVERVIEW              290

TABLE 238            NUTANIX: PRODUCTS OFFERED               291

TABLE 239            NUTANIX: PRODUCT LAUNCHES AND ENHANCEMENTS             292

TABLE 240            NUTANIX: DEALS             293

TABLE 241            SYNAPTICS: COMPANY OVERVIEW          295

TABLE 242            SYNAPTICS: PRODUCTS OFFERED           296

TABLE 243            SYNAPTICS: PRODUCT LAUNCHES AND ENHANCEMENTS             297

TABLE 244            SYNAPTICS: DEALS         297

TABLE 245            GORILLA TECHNOLOGIES: COMPANY OVERVIEW          298

TABLE 246            GORILLA TECHNOLOGIES: PRODUCTS OFFERED             299

TABLE 247            GORILLA TECHNOLOGIES: DEALS           300

TABLE 248            INFINEON TECHNOLOGIES: COMPANY OVERVIEW          301

TABLE 249            INFINEON TECHNOLOGIES: PRODUCTS OFFERED             302

TABLE 250            INFINEON TECHNOLOGIES: PRODUCT LAUNCHES AND ENHANCEMENTS           303

TABLE 251            INFINEON TECHNOLOGIES: DEALS         303

TABLE 252            INTEL: COMPANY OVERVIEW    304

TABLE 253            INTEL: PRODUCTS          305

TABLE 254            INTEL: PRODUCT LAUNCHES AND ENHANCEMENTS             306

TABLE 255            INTEL: DEALS    306

TABLE 256            VEEA: COMPANY OVERVIEW      308

TABLE 257            VEEA: PRODUCTS OFFERED       308

TABLE 258            VEEA: DEALS     309

TABLE 259            AXELERA AI: COMPANY OVERVIEW         316

TABLE 260            AXELERA AI: PRODUCTS OFFERED          316

TABLE 261            AXELERA AI: DEALS        317

TABLE 262            EDGE IMPULSE: COMPANY OVERVIEW 318

TABLE 263            EDGE IMPULSE: PRODUCTS OFFERED  318

TABLE 264            EDGE IMPULSE: DEALS 319

TABLE 265            EDGE COMPUTING MARKET, BY COMPONENT, 2019–2023 (USD MILLION)            325

TABLE 266            EDGE COMPUTING MARKET, BY COMPONENT, 2024–2029 (USD MILLION)            325

TABLE 267            EDGE COMPUTING MARKET, BY ORGANIZATION SIZE, 2019–2023 (USD MILLION)               325

TABLE 268            EDGE COMPUTING MARKET, BY ORGANIZATION SIZE, 2024–2029 (USD MILLION)               325

TABLE 269            EDGE COMPUTING MARKET, BY APPLICATION, 2019–2023 (USD MILLION)            326

TABLE 270            EDGE COMPUTING MARKET, BY APPLICATION, 2024–2029 (USD MILLION)            326

TABLE 271            EDGE COMPUTING MARKET, BY VERTICAL, 2019–2023 (USD MILLION)            327

TABLE 272            EDGE COMPUTING MARKET, BY VERTICAL, 2024–2029 (USD MILLION)            327

TABLE 273            EDGE COMPUTING MARKET, BY REGION, 2019–2023 (USD MILLION)       328

TABLE 274            EDGE COMPUTING MARKET, BY REGION, 2024–2029 (USD MILLION)       328

TABLE 275            ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)     329

TABLE 276            ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION)      329

TABLE 277            ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION)             330

TABLE 278            ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION)             330

TABLE 279            ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,

2019–2023 (USD BILLION)             331

TABLE 280            ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,

2024–2030 (USD BILLION)             331

TABLE 281            ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION)      332

TABLE 282            ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION)      333

TABLE 283            ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)           334

TABLE 284            ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)           334

LIST OF FIGURES

FIGURE 1              EDGE AI SOFTWARE MARKET: RESEARCH DESIGN                38

FIGURE 2              EDGE AI SOFTWARE MARKET: DATA TRIANGULATION             42

FIGURE 3              TOP-DOWN AND BOTTOM-UP APPROACHES                 43

FIGURE 4              MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY-SIDE): REVENUE FROM EDGE AI SOFTWARE PRODUCTS 44

FIGURE 5              MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2, BOTTOM-UP

(SUPPLY-SIDE): COLLECTIVE REVENUE OF ALL EDGE AI SOFTWARE PRODUCTS 45

FIGURE 6              MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 3, BOTTOM-UP

(SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL EDGE AI SOFTWARE PRODUCTS 45

FIGURE 7              MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 4, BOTTOM-UP

(DEMAND-SIDE): SHARE OF EDGE AI SOFTWARE MARKET THROUGH

OVERALL EDGE AI SOFTWARE SPENDING            46

FIGURE 8              SOFTWARE SEGMENT TO ACCOUNT FOR LARGER MARKET SIZE IN 2024    52

FIGURE 9              PLATFORMS SEGMENT TO DOMINATE MARKET IN 2024  52

FIGURE 10            CLOUD SEGMENT TO LEAD MARKET IN 2024                 53

FIGURE 11            PROFESSIONAL SERVICES SEGMENT TO ACCOUNT FOR LARGER MARKET

SIZE IN 2024        53

FIGURE 12            TRAINING & CONSULTING SEGMENT TO LEAD PROFESSIONAL SERVICES MARKET IN 2024          54

FIGURE 13            VISUAL DATA SEGMENT TO ACCOUNT FOR LARGEST MARKET SIZE IN 2024 54

FIGURE 14            OTHER AI SEGMENT TO DOMINATE MARKET IN 2024        55

FIGURE 15            MACHINE LEARNING SEGMENT TO LEAD MARKET IN 2024                55

FIGURE 16            AUTOMOTIVE SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD      56

FIGURE 17            EDGE AI SOFTWARE MARKET IN ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD                 57

FIGURE 18            INCREASING ENTERPRISE WORKLOADS ON CLOUD AND RAPID GROWTH IN NUMBER OF INTELLIGENT APPLICATIONS TO DRIVE MARKET         58

FIGURE 19            AUTOMOTIVE SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD      58

FIGURE 20            VISUAL DATA AND MANUFACTURING SEGMENTS TO ACCOUNT FOR LARGEST MARKET SHARES IN 2024        59

FIGURE 21            NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024 59

FIGURE 22            EDGE AI SOFTWARE MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES,

AND CHALLENGES          60

FIGURE 23            POTENTIAL OF GENERATIVE AI USE IN EDGE AI SOFTWARE         65

FIGURE 24            EVOLUTION OF EDGE AI SOFTWARE MARKET                 68

FIGURE 25            EDGE AI SOFTWARE MARKET: KEY PLAYERS IN ECOSYSTEM       70

FIGURE 26            EDGE AI SOFTWARE MARKET: SUPPLY CHAIN ANALYSIS            72

FIGURE 27            LEADING EDGE AI SOFTWARE VENDORS, BY FUNDING VALUE (MILLION) AND FUNDING ROUND, 2024                 74

FIGURE 28            EDGE AI SOFTWARE MARKET: NUMBER OF PATENTS GRANTED, 2015–2024  92

FIGURE 29            REGIONAL ANALYSIS OF EDGE AI SOFTWARE-RELATED PATENTS GRANTED,

2015–2024              95

FIGURE 30            EDGE AI SOFTWARE MARKET: PORTER’S FIVE FORCES ANALYSIS           99

FIGURE 31            EDGE AI SOFTWARE MARKET: TRENDS/DISRUPTIONS IMPACTING

CUSTOMER BUSINESS   102

FIGURE 32            INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USES     102

FIGURE 33            KEY BUYING CRITERIA FOR TOP THREE END USES      103

FIGURE 34            SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD          106

FIGURE 35            PLATFORMS SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST           108

FIGURE 36            ON-PREMISES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD          113

FIGURE 37            MANAGED SERVICES SEGMENT TO RECORD HIGHER CAGR DURING FORECAST PERIOD        116

FIGURE 38            SUPPORT & MAINTENANCE SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD   118

FIGURE 39            AUDITORY SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD          126

FIGURE 40            SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD          141

FIGURE 41            MACHINE LEARNING SEGMENT TO LEAD DURING FORECAST PERIOD       144

FIGURE 42            AUTOMOTIVE SEGMENT TO RECORD HIGHEST CAGR DURING FORECAST PERIOD          152

FIGURE 43            ASIA PACIFIC MARKET TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD          184

FIGURE 44            EDGE AI SOFTWARE MARKET IN INDIA TO REGISTER HIGHEST GROWTH RATE DURING FORECAST PERIOD                185

FIGURE 45            NORTH AMERICA: EDGE AI SOFTWARE MARKET SNAPSHOT          188

FIGURE 46            ASIA PACIFIC: EDGE AI SOFTWARE MARKET SNAPSHOT          208

FIGURE 47            TOP FIVE PLAYERS DOMINATED MARKET OVER LAST FIVE YEARS              242

FIGURE 48            SHARE OF LEADING COMPANIES IN EDGE AI SOFTWARE MARKET, 2023            242

FIGURE 49            EDGE AI SOFTWARE MARKET: BRAND/PRODUCT COMPARISON, BY OFFERING               244

FIGURE 50            EDGE AI SOFTWARE MARKET: BRAND/PRODUCT COMPARISON,

BY DATA MODALITY      246

FIGURE 51            EDGE AI SOFTWARE MARKET: COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS                 247

FIGURE 52            EDGE AI SOFTWARE MARKET: YEAR-TO-DATE (YTD) PRICE TOTAL RETURN

AND FIVE-YEAR STOCK BETA OF KEY VENDORS                248

FIGURE 53            EDGE AI SOFTWARE MARKET: COMPANY EVALUATION MATRIX

(KEY PLAYERS), 2023       249

FIGURE 54            EDGE AI SOFTWARE MARKET: COMPANY FOOTPRINT       250

FIGURE 55            EDGE AI SOFTWARE MARKET: COMPANY EVALUATION MATRIX

(STARTUPS/SMES), 2023                256

FIGURE 56            MICROSOFT: COMPANY SNAPSHOT        271

FIGURE 57            IBM: COMPANY SNAPSHOT         276

FIGURE 58            GOOGLE: COMPANY SNAPSHOT               281

FIGURE 59            AWS: COMPANY SNAPSHOT        286

FIGURE 60            NUTANIX: COMPANY SNAPSHOT              291

FIGURE 61            SYNAPTICS: COMPANY SNAPSHOT          296

FIGURE 62            GORILLA TECHNOLOGIES: COMPANY SNAPSHOT          299

FIGURE 63            INFINEON TECHNOLOGIES: COMPANY SNAPSHOT          302

FIGURE 64            INTEL: COMPANY SNAPSHOT    305