Edge AI Hardware Market - Global Forecast To 2030
商品番号 : SMB-5849
| 出版社 | MarketsandMarkets |
| 出版年月 | 2025年7月 |
| ページ数 | 304 |
| 図表数 | 330 |
| 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 |
本レポートは、エッジAIハードウェア市場を、デバイス、消費電力、プロセッサ、機能、垂直市場、地域に基づいて定義、解説、予測しています。市場の成長に影響を与える推進要因、制約要因、機会、課題に関する詳細な情報を提供します。また、主要プレーヤーによる製品投入、買収、事業拡大、市場での成長に向けた取り組みなど、競争環境の動向も分析しています。
The edge AI hardware market is projected to reach USD 58.90 billion by 2030, up from USD 26.14 billion in 2025, at a CAGR of 17.6%.
エッジ AI ハードウェア市場は、2025 年の 261.4 億米ドルから 17.6% の CAGR で増加し、2030 年までに 589 億米ドルに達すると予測されています。
The edge AI hardware market is growing due to the demand for real-time data processing, reduced latency, enhanced privacy, and better bandwidth efficiency. Advancements in semiconductor technology, IoT, autonomous vehicles, and smart devices also drive this growth. However, the adoption has limitations, including the lack of processing power, memory, and energy available on edge devices to run complex AI models. This requires intense optimization that may negatively impact accuracy. Other limitations to adopting edge AI hardware in the vicinity included security vulnerabilities, deployment costs, scaling, and maintenance in distributed edge systems.
エッジAIハードウェア市場は、リアルタイムデータ処理、レイテンシの短縮、プライバシーの強化、帯域幅効率の向上といった需要の高まりにより成長を続けています。半導体技術、IoT、自動運転車、スマートデバイスの進歩もこの成長を牽引しています。しかし、エッジデバイスには複雑なAIモデルを実行するための処理能力、メモリ、消費電力の不足など、導入には制約があります。そのため、高度な最適化が必要となり、精度に悪影響を与える可能性があります。また、分散エッジシステムにおけるセキュリティ上の脆弱性、導入コスト、スケーリング、メンテナンスといった課題も、エッジAIハードウェア導入における課題の一つとなっています。
“Training function to record higher CAGR during forecast period”
The training functionality in edge AI will register a higher CAGR than the inference function as federated learning continues to take hold, wherein AI models can be trained on distributed edge devices directly. At the same time, data privacy and regulations can be complied with. With industries producing massive datasets of various types at the edge, there is a growing need for always-on, device-based model updates to accommodate real-time learning and adaptation to local conditions. Furthermore, the potential of computing advances makes deploying necessary, decentralized training strategies ever easier, with disaster response, healthcare, finance, and autonomous systems prime examples.
“Smartphone devices to capture largest market share during forecast period”
Smartphones dominate the market for edge AI hardware due to their vast global user base and the widespread availability of AI-enabled features. These devices have become handy and ubiquitous, offering capabilities such as real-time language translation, facial recognition, and advanced photography—all of which require on-device processing to minimize latency and enhance user privacy. Mobile 5G technology has further accelerated smartphone adoption, enabling devices to run more sophisticated and powerful AI applications while providing a seamless user experience without relying on cloud connectivity. Consequently, device manufacturers prioritize the development of advanced processing units in smartphones, solidifying their status as the most popular edge AI devices in the world.
“China to account for largest market share in Asia Pacific during forecast period“
Asia Pacific is expected to account for the largest market share throughout the forecast period. The market’s growth will be fueled by support from the Chinese government and various development plans, such as the New Generation Artificial Intelligence Development Plan and Made in China 2025. Credible companies such as Huawei and Baidu also invest in research and innovation. The vast user base in China, along with significant advancements in the consumption and innovation of consumer electronics, also contributes to this growth. Moreover, the large volumes of data generated by the Chinese population create an excellent environment for training and deploying edge AI models. China’s strategic approach to integrating AI into various industries—including smart manufacturing, smart cities, and autonomous vehicles—will further support and accelerate the expansion of the edge AI market in the region.
The study contains insights from various industry experts, from component suppliers to Tier 1 companies and OEMs. The break-up of the primaries is as follows:
- By Company Type: Tier 1 – 18%, Tier 2 – 22%, and Tier 3 – 60%
- By Designation: C-level Executives – 21%, Directors –35%, and Others – 44%
- By Region: North America –45%, Europe – 20%, Asia Pacific– 30%, and RoW – 5%
The report profiles key edge AI hardware market players with their respective market ranking analysis. Prominent players profiled in this report include Qualcomm Technologies, Inc. (US), Huawei Technologies Co., Ltd. (China), SAMSUNG (South Korea), Apple Inc. (US), MediaTek Inc. (Taiwan), Intel Corporation (US), NVIDIA Corporation (US), IBM (US), Micron Technology, Inc. (US), and Advanced Micro Devices, Inc. (US). Meta (US), Tesla (US), Google (US), Microsoft (US), Imagination Technologies (UK), Cambricon (China), Tenstorrent (Canada), Blaize (US), General Vision, Inc (US), Mythic (US), Zero ASIC Corporation (US), Applied Brain Research, Inc. (Canada), Horizon Robotics (China), CEVA Inc. (US), Graphcore (UK), SambaNova Systems, Inc. (US), HAILO (Israel), and Axelera AI (Netherlands) are among a few other key companies in the edge AI hardware market.
Research Coverage:
The report defines, describes, and forecasts the edge AI hardware market based on device, power consumption, processor, function, vertical, and region. It provides detailed information regarding drivers, restraints, opportunities, and challenges influencing the market’s growth. It also analyzes competitive developments such as product launches, acquisitions, expansions, and actions carried out by the key players to grow in the market.
Reason to Buy This Report
The report will help the market leaders/new entrants with information on the closest approximations of the revenue for the overall edge AI hardware market and the subsegments. The report will help stakeholders understand the competitive landscape and gain more insight to position their business better and plan suitable go-to-market strategies. The report also helps stakeholders understand the market’s pulse and provides information on key drivers, restraints, opportunities, and challenges.
The report provides insights on the following pointers:
- Analysis of key drivers (Need for real-time data processing and reduced cloud dependency), restraints (Complexities associated with network implementation), opportunities (Advancements in edge AI hardware through generative AI workload optimization), and challenges (Shortage of skilled workforce) of the edge AI hardware market.
- Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the edge AI hardware market
- Market Development: Comprehensive information about lucrative markets by analyzing the edge AI hardware market across varied regions
- Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the edge AI hardware market
- Competitive Assessment: In-depth assessment of market shares, growth strategies, and offerings of leading players in the edge AI hardware market, such as Qualcomm Technologies, Inc. (US), Huawei Technologies Co., Ltd. (China), SAMSUNG (South Korea), Apple Inc. (US), and MediaTek Inc. (Taiwan), among others.
Table of Contents
1 INTRODUCTION 28
1.1 STUDY OBJECTIVES 28
1.2 MARKET DEFINITION 28
1.3 STUDY SCOPE 29
1.3.1 INCLUSIONS AND EXCLUSIONS 29
1.3.2 MARKETS COVERED AND REGIONAL SCOPE 30
1.3.3 YEARS CONSIDERED 32
1.4 CURRENCY CONSIDERED 32
1.5 UNIT CONSIDERED 32
1.6 LIMITATIONS 32
1.7 STAKEHOLDERS 33
1.8 SUMMARY OF CHANGES 33
2 RESEARCH METHODOLOGY 35
2.1 RESEARCH DATA 35
2.1.1 SECONDARY DATA 36
2.1.1.1 Major secondary sources 37
2.1.1.2 Key data from secondary sources 37
2.1.2 PRIMARY DATA 37
2.1.2.1 List of key interview participants 38
2.1.2.2 Key data from primary sources 38
2.1.2.3 Key industry insights 39
2.1.2.4 Breakdown of primaries 39
2.1.3 SECONDARY AND PRIMARY RESEARCH 40
2.1.4 BOTTOM-UP APPROACH 41
2.1.4.1 Approach to derive market size using bottom-up approach
(Demand-side) 41
2.1.5 TOP-DOWN APPROACH 42
2.1.5.1 Approach to derive market size using top-down analysis
(Supply-side) 42
2.2 DATA TRIANGULATION 43
2.3 RESEARCH ASSUMPTIONS 44
2.4 REPORT LIMITATIONS 44
2.5 RISK ASSESSMENT 45
3 EXECUTIVE SUMMARY 46
4 PREMIUM INSIGHTS 51
4.1 ATTRACTIVE GROWTH OPPORTUNITIES FOR PLAYERS IN EDGE AI HARDWARE MARKET 51
4.2 EDGE AI HARDWARE MARKET, BY DEVICE 52
4.3 EDGE AI HARDWARE MARKET, BY VERTICAL 53
4.4 EDGE AI HARDWARE MARKET, BY POWER CONSUMPTION 53
4.5 EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY DEVICE AND COUNTRY 54
4.6 EDGE AI HARDWARE MARKET, BY GEOGRAPHY 54
5 MARKET OVERVIEW 55
5.1 INTRODUCTION 55
5.2 MARKET DYNAMICS 55
5.2.1 DRIVERS 56
5.2.1.1 Need for real-time data processing and reduced cloud dependency 56
5.2.1.2 Development of dedicated AI processing units for edge
device applications 57
5.2.1.3 Necessity to optimize data management and reduce cloud infrastructure load 57
5.2.2 RESTRAINTS 58
5.2.2.1 Complexities associated with network implementation 58
5.2.3 OPPORTUNITIES 59
5.2.3.1 Advancements in edge AI hardware through generative AI
workload optimization 59
5.2.3.2 Development of on-device visual processors for next-generation mobile AI applications 60
5.2.3.3 Growing integration of edge computing across robotics, automotive, and industrial sectors 60
5.2.3.4 Opportunities in ultra-low latency AI applications with 5G-powered edge infrastructure 61
5.2.4 CHALLENGES 62
5.2.4.1 Balancing performance and power consumption in edge AI systems 62
5.2.4.2 Developing cohesive edge AI standards across diverse industry requirements 63
5.2.4.3 Shortage of skilled workforce 63
5.3 SUPPLY CHAIN ANALYSIS 64
5.4 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 65
5.5 ECOSYSTEM ANALYSIS 67
5.6 PORTER’S FIVE FORCES ANALYSIS 68
5.6.1 THREAT OF NEW ENTRANTS 70
5.6.2 THREAT OF SUBSTITUTES 70
5.6.3 BARGAINING POWER OF SUPPLIERS 70
5.6.4 BARGAINING POWER OF BUYERS 70
5.6.5 INTENSITY OF COMPETITIVE RIVALRY 71
5.7 KEY STAKEHOLDERS AND BUYING CRITERIA 71
5.7.1 KEY STAKEHOLDERS IN BUYING PROCESS 71
5.7.2 BUYING CRITERIA 72
5.8 CASE STUDY ANALYSIS 73
5.9 INVESTMENT AND FUNDING SCENARIO 75
5.10 TECHNOLOGY ANALYSIS 75
5.10.1 KEY TECHNOLOGIES 75
5.10.1.1 IoT 75
5.10.1.2 5G 75
5.10.1.3 Fog computing 76
5.10.2 COMPLEMENTARY TECHNOLOGIES 76
5.10.2.1 Generative AI 76
5.10.3 ADJACENT TECHNOLOGIES 76
5.10.3.1 Blockchain 76
5.11 TRADE ANALYSIS 76
5.11.1 IMPORT SCENARIO (HS CODE 854231) 76
5.11.2 EXPORT SCENARIO (HS CODE 854231) 77
5.12 PATENT ANALYSIS 79
5.13 REGULATORY LANDSCAPE 82
5.13.1 REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 82
5.13.2 STANDARDS 84
5.14 KEY CONFERENCES AND EVENTS, 2025–2026 85
5.15 PRICING ANALYSIS 86
5.15.1 PRICING RANGE OF PROCESSORS, BY KEY PLAYER, 2024 86
5.15.2 AVERAGE SELLING PRICE TREND OF PROCESSORS, BY REGION, 2021–2024 87
5.16 AI IMPACT ON MARKET 90
5.17 2025 US TARIFF IMPACT ON MARKET 90
5.17.1 INTRODUCTION 90
5.17.2 KEY TARIFF RATES 91
5.17.3 PRICE IMPACT ANALYSIS 92
5.17.4 MOST-IMPACTED REGIONS/COUNTRIES 93
5.17.4.1 US 93
5.17.4.2 Europe 93
5.17.4.3 Asia Pacific 93
5.17.5 VERTICAL-LEVEL IMPACT 94
6 EDGE AI HARDWARE MARKET, BY DEVICE 95
6.1 INTRODUCTION 96
6.2 SMARTPHONES 99
6.2.1 SHIFT TOWARD EDGE COMPUTING IN MOBILE DEVICES TO DRIVE MARKET 99
6.3 SURVEILLANCE CAMERAS 100
6.3.1 ABILITY TO RUN DEEP NEURAL NETWORKS AT HIGH SPEED AND LOW POWER TO FUEL MARKET GROWTH 100
6.4 ROBOTS 102
6.4.1 INDUSTRIAL ROBOTICS AND AUTOMATION TO BOOST DEMAND 102
6.5 WEARABLES 103
6.5.1 RISING FOCUS ON HEALTH MONITORING AND PERSONALIZED WELLNESS TO FOSTER MARKET GROWTH 103
6.6 EDGE SERVERS 105
6.6.1 EXCELLENCE IN ENABLING FASTER DECISION-MAKING AND AUTOMATED ACTIONS TO ACCELERATE ADOPTION 105
6.7 SMART SPEAKERS 106
6.7.1 POTENTIAL TO OPTIMIZE VOICE ASSISTANT PERFORMANCE TO
PROPEL MARKET 106
6.8 AUTOMOTIVE SYSTEMS 107
6.8.1 EMPHASIS OF AUTOMAKERS ON ENHANCING IN-VEHICLE INTELLIGENCE TO DRIVE MARKET 107
6.9 OTHER DEVICES 109
7 EDGE AI HARDWARE MARKET, BY POWER CONSUMPTION 111
7.1 INTRODUCTION 112
7.2 LESS THAN 1 W 113
7.2.1 RISING USE OF WEARABLES CONSUMING LESS THAN 1 W OF ELECTRICITY TO BOOST SEGMENTAL GROWTH 113
7.3 1–3 W 113
7.3.1 INCREASING SMARTPHONE SUBSCRIBERS TO FOSTER SEGMENTAL GROWTH 113
7.4 >3–5 W 114
7.4.1 ABILITY TO DELIVER OPTIMIZED POWER MANAGEMENT FOR SMART SPEAKERS TO BOOST DEMAND 114
7.5 >5–10 W 114
7.5.1 GROWING DEPLOYMENT OF SURVEILLANCE CAMERAS WITH FACE RECOGNITION AND VEHICLE RECOGNITION ABILITY TO DRIVE MARKET 114
7.6 MORE THAN 10 W 114
7.6.1 RISING DEMAND FOR SMART MIRRORS TO FUEL MARKET GROWTH 114
8 EDGE AI HARDWARE MARKET, BY PROCESSOR 115
8.1 INTRODUCTION 116
8.2 CPU 117
8.2.1 INCREASING DEPLOYMENT IN SMARTPHONES AND SMART SPEAKERS TO FUEL SEGMENTAL GROWTH 117
8.3 GPU 117
8.3.1 POTENTIAL TO ENABLE HIGH-SPEED PARALLEL PROCESSING FOR MODERN APPLICATIONS TO FOSTER SEGMENTAL GROWTH 117
8.4 ASIC 118
8.4.1 ELEVATING USE OF HIGH-SPEED FIXED-FUNCTION ASICS IN VISION PROCESSING TO PROPEL MARKET 118
8.5 OTHER PROCESSORS 118
9 EDGE AI HARDWARE MARKET, BY FUNCTION 119
9.1 INTRODUCTION 120
9.2 TRAINING 121
9.2.1 MAXIMIZING DATA SECURITY THROUGH ON-DEVICE TRAINING TO
DRIVE MARKET 121
9.3 INFERENCE 121
9.3.1 RISING FOCUS ON DEVELOPING LOW-POWER AND HIGH-PERFORMANCE PROCESSORS TO ACCELERATE DEMAND 121
10 EDGE AI HARDWARE MARKET, BY VERTICAL 122
10.1 INTRODUCTION 123
10.2 CONSUMER ELECTRONICS 125
10.2.1 EXPANDING USE OF ON-DEVICE AI IN CONSUMER ELECTRONICS TO
FUEL MARKET GROWTH 125
10.2.2 SMARTPHONES 129
10.2.2.1 Escalating demand for dedicated AI chipset-enabled smartphones to accelerate market growth 129
10.2.3 WEARABLES 130
10.2.3.1 Rising use of AR/VR technology in gaming applications to support market growth 130
10.2.4 ENTERTAINMENT ROBOTS 130
10.2.4.1 Growing adoption of robotic pets as companions to
create opportunities 130
10.3 SMART HOMES 130
10.3.1 ELEVATING DEMAND FOR SMART SPEAKERS TO DRIVE MARKET 130
10.3.2 SMART SPEAKERS 135
10.3.2.1 Ease of use and convenience to increase adoption by elderly and busy people 135
10.3.3 SMART CAMERAS 135
10.3.3.1 Round-the-clock security requirement to surge adoption 135
10.3.4 DOMESTIC ROBOTS 135
10.3.4.1 Ability to manage lawn mowing and floor, pool, and window cleaning activities to spike demand 135
10.4 AUTOMOTIVE & TRANSPORTATION 135
10.4.1 EMERGENCE OF AUTONOMOUS VEHICLES TO FUEL MARKET GROWTH 135
10.4.2 AUTOMOTIVE SYSTEMS 140
10.4.2.1 Strong focus on enhancing safety and automation in modern vehicles to drive market 140
10.4.3 SURVEILLANCE CAMERAS 141
10.4.3.1 Need for advanced vehicle recognition and counting technology to boost deployment 141
10.4.4 LOGISTICS ROBOTS 141
10.4.4.1 Elevating use in courier and cargo handling applications to
drive market 141
10.4.5 OTHER AUTOMOTIVE & TRANSPORTATION DEVICES 141
10.5 GOVERNMENT 141
10.5.1 RISING ADOPTION OF ADVANCED TECHNOLOGIES TO ENSURE CITIZEN SECURITY AND SAFETY TO CREATE OPPORTUNITIES 141
10.5.2 SURVEILLANCE CAMERAS 145
10.5.2.1 Increasing use by police and first responders to augment
market growth 145
10.5.3 DRONES 145
10.5.3.1 Adoption of AI-powered drones in tracking suspects and investigating accidents to propel market 145
10.6 HEALTHCARE 146
10.6.1 EMERGENCE OF AI-POWERED MEDICAL ROBOTS AND WEARABLES TO
OFFER LUCRATIVE OPPORTUNITIES 146
10.6.2 MEDICAL ROBOTS 150
10.6.2.1 Emphasis on minimizing infection risks to patients to boost adoption 150
10.6.3 WEARABLES 151
10.6.3.1 Growing trend of remote patient monitoring to encourage adoption 151
10.6.4 OTHER HEALTHCARE DEVICES 151
10.7 INDUSTRIAL 151
10.7.1 GROWING USE IN QUALITY CONTROL AND MACHINE INSPECTION APPLICATIONS TO CONTRIBUTE TO MARKET GROWTH 151
10.7.2 INDUSTRIAL ROBOTS 155
10.7.2.1 Increasing adoption to speed up production, improve productivity, and reduce product cost to drive market 155
10.7.3 DRONES 156
10.7.3.1 Rising use to automate inspection processes, save time, and provide accurate results to support market growth 156
10.7.4 MV CAMERAS 156
10.7.4.1 Potential to minimize production downtime by detecting machinery defects at faster rate to elevate adoption 156
10.8 AEROSPACE & DEFENSE 156
10.8.1 EMERGING DEFENSE TECHNOLOGIES TO ENABLE AUTONOMOUS COMBAT TO BOOST ADOPTION 156
10.8.2 SERVICE ROBOTS 161
10.8.2.1 Rising use in confined space operations to stimulate market growth 161
10.8.3 OTHER AEROSPACE & DEFENSE DEVICES 161
10.9 CONSTRUCTION 161
10.9.1 INCREASING EXECUTION OF DEMOLITION PROJECTS TO SPUR DEMAND 161
10.9.2 SERVICE ROBOTS 166
10.9.2.1 Elevating use across transportation, water, and urban infrastructure development projects to fuel market growth 166
10.9.3 DRONES 166
10.9.3.1 Increasing use in earthwork management, project planning, and surveying applications to support market growth 166
10.10 OTHER VERTICALS 166
10.10.1 SURVEILLANCE CAMERAS 171
10.10.1.1 Growing incidents of robbery and terror threats to create requirement for surveillance cameras 171
10.10.2 PROFESSIONAL SERVICE ROBOTS 171
10.10.2.1 Retail stores, restaurants, amusement parks, and airports to be major end users of professional robots 171
10.10.3 WEARABLES 172
10.10.3.1 Rising use of wearables by enterprises for on-the-job training to propel market growth 172
10.10.4 OTHER DEVICES 172
10.10.4.1 Emergence of virtual dressing rooms in apparel industry to support market growth 172
10.10.5 EDGE SERVERS 172
10.10.5.1 Need to improve efficiency of agricultural operations to generate requirement for edge AI 172
10.10.6 DRONES 172
10.10.6.1 Surging adoption of drones to monitor crops to push market growth 172
11 EDGE AI HARDWARE MARKET, BY REGION 173
11.1 INTRODUCTION 174
11.2 NORTH AMERICA 175
11.2.1 MACROECONOMIC OUTLOOK FOR NORTH AMERICA 176
11.2.2 US 178
11.2.2.1 Government-led investments in machine learning solutions to
drive market 178
11.2.3 CANADA 179
11.2.3.1 Rising focus of startups on developing AI ecosystem to
accelerate demand 179
11.2.4 MEXICO 179
11.2.4.1 Increasing penetration of AL and robotics in manufacturing sector to fuel market growth 179
11.3 EUROPE 179
11.3.1 MACROECONOMIC OUTLOOK FOR EUROPE 180
11.3.2 GERMANY 184
11.3.2.1 Growing adoption of digital solutions in manufacturing plants to
fuel market growth 184
11.3.3 UK 184
11.3.3.1 Rising demand for AI-based robots in industrial applications to
drive market 184
11.3.4 FRANCE 184
11.3.4.1 Government-led funding in AI-based startups to expedite
market growth 184
11.3.5 SPAIN 185
11.3.5.1 Rapid adoption of cloud computing to accelerate demand 185
11.3.6 ITALY 185
11.3.6.1 Growing inclination toward AI adoption and digital transformation to offer lucrative growth opportunities 185
11.3.7 POLAND 186
11.3.7.1 Increasing foreign and domestic investments in cloud and AI infrastructure development to spur demand 186
11.3.8 NORDICS 186
11.3.8.1 Government support to enhance AI capabilities to create
lucrative opportunities 186
11.3.9 REST OF EUROPE 186
11.4 ASIA PACIFIC 187
11.4.1 MACROECONOMIC OUTLOOK FOR ASIA PACIFIC 187
11.4.2 CHINA 191
11.4.2.1 Booming automotive & transportation sector to contribute to
market growth 191
11.4.3 JAPAN 191
11.4.3.1 Strong emphasis on manufacturing industrial robots to drive market 191
11.4.4 SOUTH KOREA 191
11.4.4.1 Growing emphasis on developing AI infrastructure to drive market 191
11.4.5 INDIA 192
11.4.5.1 Government-led initiatives to boost AI infrastructure to create market growth potential 192
11.4.6 AUSTRALIA 192
11.4.6.1 Government initiatives encouraging AI adoption to support
market growth 192
11.4.7 INDONESIA 193
11.4.7.1 Rapid digital transformation and data center expansion to
increase demand 193
11.4.8 MALAYSIA 193
11.4.8.1 Government support to strengthen data center capacity to offer lucrative opportunities 193
11.4.9 THAILAND 193
11.4.9.1 Significant focus on AI innovation and setting digital economy to facilitate demand 193
11.4.10 VIETNAM 194
11.4.10.1 Investments in establishing green AI-ready data centers to
spike demand 194
11.4.11 REST OF ASIA PACIFIC 194
11.5 ROW 194
11.5.1 MACROECONOMIC OUTLOOK FOR ROW 194
11.5.2 SOUTH AMERICA 196
11.5.2.1 High investments in IT security and services to accelerate
market growth 196
11.5.3 MIDDLE EAST 196
11.5.3.1 Rapid industrialization and smart city products to drive demand 196
11.5.3.2 Bahrain 198
11.5.3.2.1 Foreign investments in AI innovation to propel market 198
11.5.3.3 Kuwait 198
11.5.3.3.1 Growing demand for AI workloads and cloud services to drive market 198
11.5.3.4 Oman 198
11.5.3.4.1 Significant focus on developing local expertise in chip design and manufacturing to create opportunities 198
11.5.3.5 Qatar 199
11.5.3.5.1 Advancements in AI and graphics processing technologies to propel market 199
11.5.3.6 Saudi Arabia 199
11.5.3.6.1 Growing emphasis on digital transformation and technological innovation to drive market 199
11.5.3.7 UAE 200
11.5.3.7.1 Goal to become a global AI and digital innovation hub to contribute to market growth 200
11.5.3.8 Rest of Middle East 200
11.5.4 AFRICA 200
11.5.4.1 Increasing demand for cloud and AI-driven solutions to drive market 200
11.5.4.2 South Africa 201
11.5.4.2.1 Rapid digital transformation to support market expansion 201
11.5.4.3 Other African countries 201
12 COMPETITIVE LANDSCAPE 202
12.1 OVERVIEW 202
12.2 KEY PLAYER STRATEGIES/RIGHT TO WIN, JANUARY 2020–MAY 2025 202
12.3 REVENUE ANALYSIS, 2020–2024 205
12.4 MARKET SHARE ANALYSIS, 2024 205
12.5 COMPANY VALUATION AND FINANCIAL METRICS 208
12.6 BRAND/PRODUCT COMPARISON 210
12.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2024 211
12.7.1 STARS 211
12.7.2 EMERGING LEADERS 211
12.7.3 PERVASIVE PLAYERS 211
12.7.4 PARTICIPANTS 211
12.7.5 COMPANY FOOTPRINT: KEY PLAYERS, 2024 213
12.7.5.1 Company footprint 213
12.7.5.2 Region footprint 214
12.7.5.3 Device footprint 215
12.7.5.4 Power consumption footprint 216
12.7.5.5 Processor footprint 217
12.7.5.6 Function footprint 218
12.7.5.7 Vertical footprint 219
12.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2024 220
12.8.1 PROGRESSIVE COMPANIES 220
12.8.2 RESPONSIVE COMPANIES 220
12.8.3 DYNAMIC COMPANIES 220
12.8.4 STARTING BLOCKS 220
12.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024 222
12.8.5.1 Detailed list of key startups/SMEs 222
12.8.5.2 Competitive benchmarking of key startups/SMES 223
12.9 COMPETITIVE SCENARIO 224
12.9.1 PRODUCT LAUNCHES/ENHANCEMENTS 224
12.9.2 DEALS 225
12.9.3 OTHER DEVELOPMENTS 226
13 COMPANY PROFILES 227
13.1 KEY COMPANIES 227
13.1.1 QUALCOMM TECHNOLOGIES, INC. 227
13.1.1.1 Business overview 227
13.1.1.2 Products/Solutions/Services offered 228
13.1.1.3 Recent developments 230
13.1.1.3.1 Product launches/Enhancements 230
13.1.1.3.2 Deals 231
13.1.1.4 MnM view 231
13.1.1.4.1 Key strengths/Right to win 231
13.1.1.4.2 Strategic choices 232
13.1.1.4.3 Weaknesses/Competitive threats 232
13.1.2 HUAWEI TECHNOLOGIES CO., LTD. 233
13.1.2.1 Business overview 233
13.1.2.2 Products/Solutions/Services offered 235
13.1.2.3 Recent developments 235
13.1.2.3.1 Product launches/Enhancements 235
13.1.2.3.2 Deals 236
13.1.2.3.3 Other developments 236
13.1.2.4 MnM view 237
13.1.2.4.1 Key strengths/Right to win 237
13.1.2.4.2 Strategic choices 237
13.1.2.4.3 Weaknesses/Competitive threats 237
13.1.3 SAMSUNG 238
13.1.3.1 Business overview 238
13.1.3.2 Products/Solutions/Services offered 239
13.1.3.3 Recent developments 240
13.1.3.3.1 Product launches/Enhancements 240
13.1.3.3.2 Deals 241
13.1.3.4 MnM view 241
13.1.3.4.1 Key strengths/Right to win 241
13.1.3.4.2 Strategic choices 241
13.1.3.4.3 Weaknesses/Competitive threats 242
13.1.4 APPLE INC. 243
13.1.4.1 Business overview 243
13.1.4.2 Products/Solutions/Services offered 244
13.1.4.3 Recent developments 245
13.1.4.3.1 Product launches/Enhancements 245
13.1.4.3.2 Deals 245
13.1.4.4 MnM view 245
13.1.4.4.1 Key strengths/Right to win 245
13.1.4.4.2 Strategic choices 245
13.1.4.4.3 Weaknesses/Competitive threats 246
13.1.5 MEDIATEK INC. 247
13.1.5.1 Business overview 247
13.1.5.2 Products/Solutions/Services offered 248
13.1.5.3 Recent developments 249
13.1.5.3.1 Product launches/Enhancements 249
13.1.5.3.2 Deals 250
13.1.5.3.3 Other developments 250
13.1.5.4 MnM view 250
13.1.5.4.1 Key strengths/Right to win 250
13.1.5.4.2 Strategic choices 250
13.1.5.4.3 Weaknesses/Competitive threats 250
13.1.6 INTEL CORPORATION 251
13.1.6.1 Business overview 251
13.1.6.2 Products/Solutions/Services offered 252
13.1.6.3 Recent developments 253
13.1.6.3.1 Product launches/Enhancements 253
13.1.6.3.2 Deals 254
13.1.6.3.3 Other developments 255
13.1.7 NVIDIA CORPORATION 256
13.1.7.1 Business overview 256
13.1.7.2 Products/Solutions/Services offered 257
13.1.7.3 Recent developments 258
13.1.7.3.1 Product launches/Enhancements 258
13.1.7.3.2 Deals 259
13.1.7.3.3 Other developments 259
13.1.8 IBM 260
13.1.8.1 Business overview 260
13.1.8.2 Products/Solutions/Services offered 261
13.1.8.3 Recent developments 262
13.1.8.3.1 Product launches/Enhancements 262
13.1.8.3.2 Deals 263
13.1.9 MICRON TECHNOLOGY, INC. 265
13.1.9.1 Business overview 265
13.1.9.2 Products/Solutions/Services offered 266
13.1.9.3 Recent developments 267
13.1.9.3.1 Product launches/Enhancements 267
13.1.9.3.2 Deals 268
13.1.10 ADVANCED MICRO DEVICES, INC. 269
13.1.10.1 Business overview 269
13.1.10.2 Products/Solutions/Services offered 270
13.1.10.3 Recent developments 272
13.1.10.3.1 Product launches/Enhancements 272
13.1.10.3.2 Deals 273
13.1.11 META 274
13.1.11.1 Business overview 274
13.1.11.2 Products/Solutions/Services offered 275
13.1.11.3 Recent developments 276
13.1.11.3.1 Deals 276
13.1.12 TESLA 277
13.1.12.1 Business overview 277
13.1.12.2 Products/Solutions/Services offered 278
13.1.13 GOOGLE 280
13.1.13.1 Business overview 280
13.1.13.2 Products/Solutions/Services offered 281
13.1.13.3 Recent developments 282
13.1.13.3.1 Product launches/Enhancements 282
13.1.13.3.2 Deals 282
13.1.14 MICROSOFT 284
13.1.14.1 Business overview 284
13.1.14.2 Products/Solutions/Services offered 285
13.1.14.3 Recent developments 286
13.1.14.3.1 Deals 286
13.2 OTHER PLAYERS 287
13.2.1 AXELERA AI 287
13.2.2 IMAGINATION TECHNOLOGIES 288
13.2.3 CAMBRICON 289
13.2.4 TENSTORRENT 290
13.2.5 BLAIZE 290
13.2.6 GENERAL VISION INC. 291
13.2.7 MYTHIC 291
13.2.8 ZERO ASIC CORPORATION 292
13.2.9 APPLIED BRAIN RESEARCH (ABR) 292
13.2.10 HORIZON ROBOTICS 293
13.2.11 CEVA, INC. 294
13.2.12 GRAPHCORE 295
13.2.13 SAMBANOVA SYSTEMS, INC. 295
13.2.14 HAILO 296
14 APPENDIX 297
14.1 DISCUSSION GUIDE 297
14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 300
14.3 CUSTOMIZATION OPTIONS 302
14.4 RELATED REPORTS 302
14.5 AUTHOR DETAILS 303
LIST OF TABLES
TABLE 1 PARAMETERS INCLUDED AND EXCLUDED 29
TABLE 2 KEY SECONDARY SOURCES 37
TABLE 3 LIST OF INDUSTRY EXPERTS 38
TABLE 4 ASSUMPTIONS CONSIDERED DURING RESEARCH 44
TABLE 5 RISK ASSESSMENT ANALYSIS 45
TABLE 6 ROLES OF COMPANIES IN EDGE AI HARDWARE ECOSYSTEM 67
TABLE 7 EDGE AI HARDWARE MARKET: PORTER’S FIVE FORCES ANALYSIS 69
TABLE 8 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY VERTICAL (%) 71
TABLE 9 KEY BUYING CRITERIA, BY VERTICAL 72
TABLE 10 IMAGIMOB ENHANCED FITNESS TRACKERS WITH MOTION INTELLIGENCE FOR DEEPER ACTIVITY INSIGHTS 73
TABLE 11 ANAGOG JEDAI 4.0 ENABLED BANKS TO MONITOR AND PREDICT
CUSTOMER LIFESTYLE SHIFTS 73
TABLE 12 BYTELAKE DEVELOPED STARTER KIT TO ACCELERATE COMPUTER VISION DEPLOYMENT IN RETAIL 74
TABLE 13 BYTELAKE INTEGRATED INTEL’S VPU TO REDUCE LATENCY IN
TRAFFIC MONITORING SYSTEMS 74
TABLE 14 IMPORT DATA FOR HS CODE 854231-COMPLIANT PRODUCTS, BY COUNTRY, 2020–2024 (USD THOUSAND) 77
TABLE 15 EXPORT DATA FOR HS CODE 854231-COMPLIANT PRODUCTS, BY COUNTRY, 2020–2024 (USD THOUSAND) 78
TABLE 16 LIST OF MAJOR PATENTS APPLIED/GRANTED, 2020–2024 80
TABLE 17 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 82
TABLE 18 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 83
TABLE 19 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 83
TABLE 20 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 84
TABLE 21 EDGE AI HARDWARE MARKET: LIST OF CONFERENCES AND EVENTS, 2025–2026 85
TABLE 22 PRICING RANGE OF PROCESSORS OFFERED BY KEY PLAYERS, 2024 (USD) 86
TABLE 23 PRICING RANGE OF PROCESSORS, 2024 (USD) 87
TABLE 24 AVERAGE SELLING PRICE TREND OF GPU, BY REGION, 2021–2024 (USD) 88
TABLE 25 AVERAGE SELLING PRICE TREND OF CPU, BY REGION, 2021–2024 (USD) 88
TABLE 26 AVERAGE SELLING PRICE TREND OF FPGA, BY REGION, 2021–2024 (USD) 89
TABLE 27 US-ADJUSTED RECIPROCAL TARIFF RATES 91
TABLE 28 EDGE AI HARDWARE MARKET, BY DEVICE, 2021–2024 (THOUSAND UNITS) 97
TABLE 29 EDGE AI HARDWARE MARKET, BY DEVICE, 2025–2030 (THOUSAND UNITS) 97
TABLE 30 EDGE AI HARDWARE MARKET, BY DEVICE, 2021–2024 (USD MILLION) 98
TABLE 31 EDGE AI HARDWARE MARKET, BY DEVICE, 2025–2030 (USD MILLION) 98
TABLE 32 SMARTPHONES: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 99
TABLE 33 SMARTPHONES: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 99
TABLE 34 SURVEILLANCE CAMERAS: EDGE AI HARDWARE MARKET, BY APPLICATION,
2021–2024 (THOUSAND UNITS) 100
TABLE 35 SURVEILLANCE CAMERAS: EDGE AI HARDWARE MARKET, BY APPLICATION,
2025–2030 (THOUSAND UNITS) 101
TABLE 36 SURVEILLANCE CAMERAS: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 101
TABLE 37 SURVEILLANCE CAMERAS: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 101
TABLE 38 ROBOTS: EDGE AI HARDWARE MARKET, BY APPLICATION,
2021–2024 (THOUSAND UNITS) 102
TABLE 39 ROBOTS: EDGE AI HARDWARE MARKET, BY APPLICATION,
2025–2030 (THOUSAND UNITS) 102
TABLE 40 ROBOTS: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 103
TABLE 41 ROBOTS: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 103
TABLE 42 WEARABLES: EDGE AI HARDWARE MARKET, BY APPLICATION,
2021–2024 (THOUSAND UNITS) 104
TABLE 43 WEARABLES: EDGE AI HARDWARE MARKET, BY APPLICATION,
2025–2030 (THOUSAND UNITS) 104
TABLE 44 WEARABLES: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 104
TABLE 45 WEARABLES: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 105
TABLE 46 EDGE SERVERS: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 106
TABLE 47 EDGE SERVERS: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 106
TABLE 48 SMART SPEAKERS: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 107
TABLE 49 SMART SPEAKERS: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 107
TABLE 50 AUTOMOTIVE SYSTEMS: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 108
TABLE 51 AUTOMOTIVE SYSTEMS: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 108
TABLE 52 OTHER DEVICES: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 109
TABLE 53 OTHER DEVICES: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 109
TABLE 54 EDGE AI HARDWARE MARKET, BY POWER CONSUMPTION,
2021–2024 (THOUSAND UNITS) 112
TABLE 55 EDGE AI HARDWARE MARKET, BY POWER CONSUMPTION,
2025–2030 (THOUSAND UNITS) 113
TABLE 56 EDGE AI HARDWARE MARKET, BY PROCESSOR, 2021–2024 (THOUSAND UNITS) 116
TABLE 57 EDGE AI HARDWARE MARKET, BY PROCESSOR, 2025–2030 (THOUSAND UNITS) 117
TABLE 58 EDGE AI HARDWARE MARKET, BY FUNCTION, 2021–2024 (THOUSAND UNITS) 120
TABLE 59 EDGE AI HARDWARE MARKET, BY FUNCTION, 2025–2030 (THOUSAND UNITS) 120
TABLE 60 EDGE AI HARDWARE MARKET, BY VERTICAL, 2021–2024 (THOUSAND UNITS) 124
TABLE 61 EDGE AI HARDWARE MARKET, BY VERTICAL, 2025–2030 (THOUSAND UNITS) 124
TABLE 62 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET, BY DEVICE,
2021–2024 (THOUSAND UNITS) 125
TABLE 63 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET, BY DEVICE,
2025–2030 (THOUSAND UNITS) 125
TABLE 64 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 126
TABLE 65 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 126
TABLE 66 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET IN NORTH AMERICA,
BY COUNTRY, 2021–2024 (THOUSAND UNITS) 126
TABLE 67 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET IN NORTH AMERICA,
BY COUNTRY, 2025–2030 (THOUSAND UNITS) 127
TABLE 68 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET IN EUROPE,
BY COUNTRY, 2021–2024 (THOUSAND UNITS) 127
TABLE 69 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET IN EUROPE,
BY COUNTRY, 2025–2030 (THOUSAND UNITS) 127
TABLE 70 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET IN ASIA PACIFIC,
BY COUNTRY, 2021–2024 (THOUSAND UNITS) 128
TABLE 71 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET IN ASIA PACIFIC,
BY COUNTRY, 2025–2030 (THOUSAND UNITS) 128
TABLE 72 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET IN ROW, BY REGION, 2021–2024 (THOUSAND UNITS) 129
TABLE 73 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET IN ROW, BY REGION, 2025–2030 (THOUSAND UNITS) 129
TABLE 74 SMART HOME: EDGE AI HARDWARE MARKET, BY DEVICE,
2021–2024 (THOUSAND UNITS) 130
TABLE 75 SMART HOMES: EDGE AI HARDWARE MARKET, BY DEVICE,
2025–2030 (THOUSAND UNITS) 131
TABLE 76 SMART HOME: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 131
TABLE 77 SMART HOME: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 131
TABLE 78 SMART HOME: EDGE AI HARDWARE MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 132
TABLE 79 SMART HOME: EDGE AI HARDWARE MARKET IN NORTH AMERICA, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 132
TABLE 80 SMART HOME: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY,
2021–2024 (THOUSAND UNITS) 132
TABLE 81 SMART HOME: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY,
2025–2030 (THOUSAND UNITS) 133
TABLE 82 SMART HOME: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 133
TABLE 83 SMART HOME: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 134
TABLE 84 SMART HOME: EDGE AI HARDWARE MARKET IN ROW, BY REGION,
2021–2024 (THOUSAND UNITS) 134
TABLE 85 SMART HOME: EDGE AI HARDWARE MARKET IN ROW, BY REGION,
2025–2030 (THOUSAND UNITS) 134
TABLE 86 AUTOMOTIVE & TRANSPORTATION: EDGE AI HARDWARE MARKET, BY DEVICE, 2021–2024 (THOUSAND UNITS) 136
TABLE 87 AUTOMOTIVE & TRANSPORTATION: EDGE AI HARDWARE MARKET, BY DEVICE, 2025–2030 (THOUSAND UNITS) 136
TABLE 88 AUTOMOTIVE & TRANSPORTATION: EDGE AI HARDWARE MARKET, BY REGION, 2021–2024 (THOUSAND UNITS) 136
TABLE 89 AUTOMOTIVE & TRANSPORTATION: EDGE AI HARDWARE MARKET, BY REGION, 2025–2030 (THOUSAND UNITS) 137
TABLE 90 AUTOMOTIVE & TRANSPORTATION: EDGE AI HARDWARE MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 137
TABLE 91 AUTOMOTIVE & TRANSPORTATION: EDGE AI HARDWARE MARKET IN NORTH AMERICA, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 137
TABLE 92 AUTOMOTIVE & TRANSPORTATION: EDGE AI HARDWARE MARKET IN EUROPE,
BY COUNTRY, 2021–2024 (THOUSAND UNITS) 138
TABLE 93 AUTOMOTIVE & TRANSPORTATION: EDGE AI HARDWARE MARKET IN EUROPE,
BY COUNTRY, 2025–2030 (THOUSAND UNITS) 138
TABLE 94 AUTOMOTIVE & TRANSPORTATION: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 139
TABLE 95 AUTOMOTIVE & TRANSPORTATION: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 139
TABLE 96 AUTOMOTIVE & TRANSPORTATION: EDGE AI HARDWARE MARKET IN ROW,
BY REGION, 2021–2024 (THOUSAND UNITS) 140
TABLE 97 AUTOMOTIVE & TRANSPORTATION: EDGE AI HARDWARE MARKET IN ROW,
BY REGION, 2025–2030 (THOUSAND UNITS) 140
TABLE 98 GOVERNMENT: EDGE AI HARDWARE MARKET, BY DEVICE,
2021–2024 (THOUSAND UNITS) 141
TABLE 99 GOVERNMENT: EDGE AI HARDWARE MARKET, BY DEVICE,
2025–2030 (THOUSAND UNITS) 142
TABLE 100 GOVERNMENT: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 142
TABLE 101 GOVERNMENT: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 142
TABLE 102 GOVERNMENT: EDGE AI HARDWARE MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 142
TABLE 103 GOVERNMENT: EDGE AI HARDWARE MARKET IN NORTH AMERICA, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 143
TABLE 104 GOVERNMENT: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY,
2021–2024 (THOUSAND UNITS) 143
TABLE 105 GOVERNMENT: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY,
2025–2030 (THOUSAND UNITS) 143
TABLE 106 GOVERNMENT: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 144
TABLE 107 GOVERNMENT: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 144
TABLE 108 GOVERNMENT: EDGE AI HARDWARE MARKET IN ROW, BY REGION,
2021–2024 (THOUSAND UNITS) 145
TABLE 109 GOVERNMENT: EDGE AI HARDWARE MARKET IN ROW, BY REGION,
2025–2030 (THOUSAND UNITS) 145
TABLE 110 HEALTHCARE: EDGE AI HARDWARE MARKET, BY DEVICE,
2021–2024 (THOUSAND UNITS) 146
TABLE 111 HEALTHCARE: EDGE AI HARDWARE MARKET, BY DEVICE,
2025–2030 (THOUSAND UNITS) 146
TABLE 112 HEALTHCARE: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 147
TABLE 113 HEALTHCARE: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 147
TABLE 114 HEALTHCARE: EDGE AI HARDWARE MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 147
TABLE 115 HEALTHCARE: EDGE AI HARDWARE MARKET IN NORTH AMERICA, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 147
TABLE 116 HEALTHCARE: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY,
2021–2024 (THOUSAND UNITS) 148
TABLE 117 HEALTHCARE: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY,
2025–2030 (THOUSAND UNITS) 148
TABLE 118 HEALTHCARE: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY,
2021–2024 (THOUSAND UNITS) 149
TABLE 119 HEALTHCARE: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY,
2025–2030 (THOUSAND UNITS) 149
TABLE 120 HEALTHCARE: EDGE AI HARDWARE MARKET IN ROW, BY REGION,
2021–2024 (THOUSAND UNITS) 150
TABLE 121 HEALTHCARE: EDGE AI HARDWARE MARKET IN ROW, BY REGION,
2025–2030 (THOUSAND UNITS) 150
TABLE 122 INDUSTRIAL: EDGE AI HARDWARE MARKET, BY DEVICE,
2021–2024 (THOUSAND UNITS) 151
TABLE 123 INDUSTRIAL: EDGE AI HARDWARE MARKET, BY DEVICE,
2025–2030 (THOUSAND UNITS) 152
TABLE 124 INDUSTRIAL: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 152
TABLE 125 INDUSTRIAL: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 152
TABLE 126 INDUSTRIAL: EDGE AI HARDWARE MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 152
TABLE 127 INDUSTRIAL: EDGE AI HARDWARE MARKET IN NORTH AMERICA, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 153
TABLE 128 INDUSTRIAL: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY,
2021–2024 (THOUSAND UNITS) 153
TABLE 129 INDUSTRIAL: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY,
2025–2030 (THOUSAND UNITS) 153
TABLE 130 INDUSTRIAL: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY,
2021–2024 (THOUSAND UNITS) 154
TABLE 131 INDUSTRIAL: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY,
2025–2030 (THOUSAND UNITS) 154
TABLE 132 INDUSTRIAL: EDGE AI HARDWARE MARKET IN ROW, BY REGION,
2021–2024 (THOUSAND UNITS) 155
TABLE 133 INDUSTRIAL: EDGE AI HARDWARE MARKET IN ROW, BY REGION,
2025–2030 (THOUSAND UNITS) 155
TABLE 134 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET, BY DEVICE,
2021–2024 (THOUSAND UNITS) 156
TABLE 135 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET, BY DEVICE,
2025–2030 (THOUSAND UNITS) 157
TABLE 136 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 157
TABLE 137 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 157
TABLE 138 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET IN NORTH AMERICA,
BY COUNTRY, 2021–2024 (THOUSAND UNITS) 158
TABLE 139 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET IN NORTH AMERICA,
BY COUNTRY, 2025–2030 (THOUSAND UNITS) 158
TABLE 140 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 158
TABLE 141 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 159
TABLE 142 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET IN ASIA PACIFIC,
BY COUNTRY, 2021–2024 (THOUSAND UNITS) 159
TABLE 143 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET IN ASIA PACIFIC,
BY COUNTRY, 2025–2030 (THOUSAND UNITS) 160
TABLE 144 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET IN ROW, BY REGION, 2021–2024 (THOUSAND UNITS) 160
TABLE 145 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET IN ROW, BY REGION, 2025–2030 (THOUSAND UNITS) 160
TABLE 146 CONSTRUCTION: EDGE AI HARDWARE MARKET, BY DEVICE,
2021–2024 (THOUSAND UNITS) 161
TABLE 147 CONSTRUCTION: EDGE AI HARDWARE MARKET, BY DEVICE,
2025–2030 (THOUSAND UNITS) 162
TABLE 148 CONSTRUCTION: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 162
TABLE 149 CONSTRUCTION: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 162
TABLE 150 CONSTRUCTION: EDGE AI HARDWARE MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 163
TABLE 151 CONSTRUCTION: EDGE AI HARDWARE MARKET IN NORTH AMERICA, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 163
TABLE 152 CONSTRUCTION: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY,
2021–2024 (THOUSAND UNITS) 163
TABLE 153 CONSTRUCTION: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY,
2025–2030 (THOUSAND UNITS) 164
TABLE 154 CONSTRUCTION: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 164
TABLE 155 CONSTRUCTION: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 165
TABLE 156 CONSTRUCTION: EDGE AI HARDWARE MARKET IN ROW, BY REGION,
2021–2024 (THOUSAND UNITS) 165
TABLE 157 CONSTRUCTION: EDGE AI HARDWARE MARKET IN ROW, BY REGION,
2025–2030 (THOUSAND UNITS) 165
TABLE 158 OTHER VERTICALS: EDGE AI HARDWARE MARKET, BY DEVICE,
2021–2024 (THOUSAND UNITS) 167
TABLE 159 OTHER VERTICALS: EDGE AI HARDWARE MARKET, BY DEVICE,
2025–2030 (THOUSAND UNITS) 167
TABLE 160 OTHER VERTICALS: EDGE AI HARDWARE MARKET, BY REGION,
2021–2024 (THOUSAND UNITS) 167
TABLE 161 OTHER VERTICALS: EDGE AI HARDWARE MARKET, BY REGION,
2025–2030 (THOUSAND UNITS) 168
TABLE 162 OTHER VERTICALS: EDGE AI HARDWARE MARKET IN NORTH AMERICA,
BY COUNTRY, 2021–2024 (THOUSAND UNITS) 168
TABLE 163 OTHER VERTICALS: EDGE AI HARDWARE MARKET IN NORTH AMERICA,
BY COUNTRY, 2025–2030 (THOUSAND UNITS) 168
TABLE 164 OTHER VERTICALS: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 169
TABLE 165 OTHER VERTICALS: EDGE AI HARDWARE MARKET IN EUROPE, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 169
TABLE 166 OTHER VERTICALS: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY, 2021–2024 (THOUSAND UNITS) 170
TABLE 167 OTHER VERTICALS: EDGE AI HARDWARE MARKET IN ASIA PACIFIC, BY COUNTRY, 2025–2030 (THOUSAND UNITS) 170
TABLE 168 OTHER VERTICALS: EDGE AI HARDWARE MARKET IN ROW, BY REGION,
2021–2024 (THOUSAND UNITS) 171
TABLE 169 OTHER VERTICALS: EDGE AI HARDWARE MARKET IN ROW, BY REGION,
2025–2030 (THOUSAND UNITS) 171
TABLE 170 EDGE AI HARDWARE MARKET, BY REGION, 2021–2024 (MILLION UNITS) 174
TABLE 171 EDGE AI HARDWARE MARKET, BY REGION, 2025–2030 (MILLION UNITS) 175
TABLE 172 NORTH AMERICA: EDGE AI HARDWARE MARKET, BY DEVICE,
2021–2024 (THOUSAND UNITS) 177
TABLE 173 NORTH AMERICA: EDGE AI HARDWARE MARKET, BY DEVICE,
2025–2030 (THOUSAND UNITS) 177
TABLE 174 NORTH AMERICA: EDGE AI HARDWARE MARKET, BY COUNTRY,
2021–2024 (THOUSAND UNITS) 178
TABLE 175 NORTH AMERICA: EDGE AI HARDWARE MARKET, BY COUNTRY,
2025–2030 (THOUSAND UNITS) 178
TABLE 176 EUROPE: EDGE AI HARDWARE MARKET, BY DEVICE,
2021–2024 (THOUSAND UNITS) 182
TABLE 177 EUROPE: EDGE AI HARDWARE MARKET, BY DEVICE,
2025–2030 (THOUSAND UNITS) 182
TABLE 178 EUROPE: EDGE AI HARDWARE MARKET, BY COUNTRY,
2021–2024 (THOUSAND UNITS) 183
TABLE 179 EUROPE: EDGE AI HARDWARE MARKET, BY COUNTRY,
2025–2030 (THOUSAND UNITS) 183
TABLE 180 ASIA PACIFIC: EDGE AI HARDWARE MARKET, BY DEVICE,
2021–2024 (THOUSAND UNITS) 189
TABLE 181 ASIA PACIFIC: EDGE AI HARDWARE MARKET, BY DEVICE,
2025–2030 (THOUSAND UNITS) 189
TABLE 182 ASIA PACIFIC: EDGE AI HARDWARE MARKET, BY COUNTRY,
2021–2024 (THOUSAND UNITS) 190
TABLE 183 ASIA PACIFIC: EDGE AI HARDWARE MARKET, BY COUNTRY,
2025–2030(THOUSAND UNITS) 190
TABLE 184 ROW: EDGE AI HARDWARE MARKET, BY DEVICE, 2021–2024 (THOUSAND UNITS) 195
TABLE 185 ROW: EDGE AI HARDWARE MARKET, BY DEVICE, 2025–2030 (THOUSAND UNITS) 195
TABLE 186 ROW: EDGE AI HARDWARE MARKET, BY REGION, 2021–2024 (THOUSAND UNITS) 196
TABLE 187 ROW: EDGE AI HARDWARE MARKET, BY REGION, 2025–2030 (THOUSAND UNITS) 196
TABLE 188 MIDDLE EAST: EDGE AI HARDWARE MARKET, BY COUNTRY,
2021–2024 (THOUSAND UNITS) 197
TABLE 189 MIDDLE EAST: EDGE AI HARDWARE MARKET, BY COUNTRY,
2025–2030 (THOUSAND UNITS) 197
TABLE 190 AFRICA: EDGE AI HARDWARE MARKET, BY COUNTRY,
2021–2024 (THOUSAND UNITS) 200
TABLE 191 AFRICA: EDGE AI HARDWARE MARKET, BY COUNTRY,
2025–2030 (THOUSAND UNITS) 201
TABLE 192 KEY PLAYER STRATEGIES/RIGHT TO WIN, 2020–2025 202
TABLE 193 EDGE AI HARDWARE MARKET: DEGREE OF COMPETITION, 2024 206
TABLE 194 EDGE AI HARDWARE MARKET: REGION FOOTPRINT 214
TABLE 195 EDGE AI HARDWARE MARKET: DEVICE FOOTPRINT 215
TABLE 196 EDGE AI HARDWARE MARKET: POWER CONSUMPTION FOOTPRINT 216
TABLE 197 EDGE AI HARDWARE MARKET: PROCESSOR FOOTPRINT 217
TABLE 198 EDGE AI HARDWARE MARKET: FUNCTION FOOTPRINT 218
TABLE 199 EDGE AI HARDWARE MARKET: VERTICAL FOOTPRINT 219
TABLE 200 EDGE AI HARDWARE MARKET: LIST OF KEY STARTUPS/SMES 222
TABLE 201 EDGE AI HARDWARE MARKET: COMPETITIVE BENCHMARKING OF
KEY STARTUPS/SMES 223
TABLE 202 EDGE AI HARDWARE MARKET: PRODUCT LAUNCHES/ENHANCEMENTS,
JANUARY 2020–MAY 2025 224
TABLE 203 EDGE AI HARDWARE MARKET: DEALS, JANUARY 2020–MAY 2025 225
TABLE 204 EDGE AI HARDWARE MARKET: OTHER DEVELOPMENTS,
JANUARY 2020–MAY 2025 226
TABLE 205 QUALCOMM TECHNOLOGIES, INC.: COMPANY OVERVIEW 227
TABLE 206 QUALCOMM TECHNOLOGIES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 228
TABLE 207 QUALCOMM TECHNOLOGIES, INC.: PRODUCT LAUNCHES/ENHANCEMENTS 230
TABLE 208 QUALCOMM TECHNOLOGIES, INC.: DEALS 231
TABLE 209 HUAWEI TECHNOLOGIES CO., LTD.: COMPANY OVERVIEW 233
TABLE 210 HUAWEI TECHNOLOGIES CO., LTD.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 235
TABLE 211 HUAWEI TECHNOLOGIES CO., LTD.: PRODUCT LAUNCHES/ENHANCEMENTS 235
TABLE 212 HUAWEI TECHNOLOGIES CO., LTD.: DEALS 236
TABLE 213 HUAWEI TECHNOLOGIES CO., LTD.: OTHER DEVELOPMENTS 236
TABLE 214 SAMSUNG: COMPANY OVERVIEW 238
TABLE 215 SAMSUNG: PRODUCTS/SOLUTIONS/SERVICES OFFERED 239
TABLE 216 SAMSUNG ELECTRONICS CO., LTD.: PRODUCT LAUNCHES/ENHANCEMENTS 240
TABLE 217 SAMSUNG ELECTRONICS CO., LTD.: DEALS 241
TABLE 218 APPLE INC.: COMPANY OVERVIEW 243
TABLE 219 APPLE INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 244
TABLE 220 APPLE INC.: PRODUCT LAUNCHES/ENHANCEMENTS 245
TABLE 221 APPLE INC.: DEALS 245
TABLE 222 MEDIATEK INC.: COMPANY OVERVIEW 247
TABLE 223 MEDIATEK INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 248
TABLE 224 MEDIATEK INC.: PRODUCT LAUNCHES/ENHANCEMENTS 249
TABLE 225 MEDIATEK INC.: DEALS 250
TABLE 226 MEDIATEK INC.: OTHER DEVELOPMENTS 250
TABLE 227 INTEL CORPORATION: COMPANY OVERVIEW 251
TABLE 228 INTEL CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 252
TABLE 229 INTEL CORPORATION: PRODUCT LAUNCHES/ENHANCEMENTS 253
TABLE 230 INTEL CORPORATION: DEALS 254
TABLE 231 INTEL CORPORATION: OTHER DEVELOPMENTS 255
TABLE 232 NVIDIA CORPORATION: COMPANY OVERVIEW 256
TABLE 233 NVIDIA CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 257
TABLE 234 NVIDIA CORPORATION: PRODUCT LAUNCHES/ENHANCEMENTS 258
TABLE 235 NVIDIA CORPORATION: DEALS 259
TABLE 236 NVIDIA CORPORATION: OTHER DEVELOPMENTS 259
TABLE 237 IBM: COMPANY OVERVIEW 260
TABLE 238 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 261
TABLE 239 IBM: PRODUCT LAUNCHES/ENHANCEMENTS 262
TABLE 240 IBM: DEALS 263
TABLE 241 MICRON TECHNOLOGY, INC.: COMPANY OVERVIEW 265
TABLE 242 MICRON TECHNOLOGY, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 266
TABLE 243 MICRON TECHNOLOGY, INC.: PRODUCT LAUNCHES/ENHANCEMENTS 267
TABLE 244 MICRON TECHNOLOGY, INC.: DEALS 268
TABLE 245 ADVANCED MICRO DEVICES, INC.: COMPANY OVERVIEW 269
TABLE 246 ADVANCED MICRO DEVICES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 270
TABLE 247 ADVANCED MICRO DEVICES, INC.: PRODUCT LAUNCHES/ENHANCEMENTS 272
TABLE 248 ADVANCED MICRO DEVICES, INC.: DEALS 273
TABLE 249 META: COMPANY OVERVIEW 274
TABLE 250 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED 275
TABLE 251 META: DEALS 276
TABLE 252 TESLA: COMPANY OVERVIEW 277
TABLE 253 TESLA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 278
TABLE 254 GOOGLE: COMPANY OVERVIEW 280
TABLE 255 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 281
TABLE 256 GOOGLE: PRODUCT LAUNCHES 282
TABLE 257 GOOGLE: DEALS 282
TABLE 258 MICROSOFT: COMPANY OVERVIEW 284
TABLE 259 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 285
TABLE 260 MICROSOFT: DEALS 286
LIST OF FIGURES
FIGURE 1 EDGE AI HARDWARE MARKET SEGMENTATION AND REGIONAL SCOPE 31
FIGURE 2 EDGE AI HARDWARE MARKET: RESEARCH DESIGN 35
FIGURE 3 DATA CAPTURED THROUGH SECONDARY SOURCES 37
FIGURE 4 KEY DATA RECEIVED FROM PRIMARY SOURCES 38
FIGURE 5 INSIGHTS FROM INDUSTRY EXPERTS 39
FIGURE 6 PRIMARY BREAKDOWN: BY COMPANY TYPE, DESIGNATION, AND REGION 39
FIGURE 7 PRIMARY AND SECONDARY RESEARCH APPROACH 40
FIGURE 8 EDGE AI HARDWARE MARKET: BOTTOM-UP APPROACH 41
FIGURE 9 EDGE AI HARDWARE MARKET: TOP-DOWN APPROACH 42
FIGURE 10 DATA TRIANGULATION 43
FIGURE 11 SMARTPHONES SEGMENT TO DOMINATE EDGE AI HARDWARE MARKET, IN TERMS OF VOLUME, FROM 2025 TO 2030 47
FIGURE 12 TRAINING SEGMENT TO RECORD HIGHER CAGR IN EDGE AI HARDWARE MARKET, IN TERMS OF VOLUME, DURING FORECAST PERIOD 48
FIGURE 13 CONSUMER ELECTRONICS SEGMENT LED MARKET, IN TERMS OF VOLUME,
IN 2024 49
FIGURE 14 ASIA PACIFIC CAPTURED PROMINENT MARKET SHARE, IN TERMS OF VOLUME,
IN 2024 50
FIGURE 15 EMERGENCE OF 5G NETWORKS TO CREATE LUCRATIVE OPPORTUNITIES FOR MARKET PLAYERS 51
FIGURE 16 SMARTPHONES TO ACCOUNT FOR MAJORITY OF MARKET SHARE,
IN TERMS OF VOLUME, IN 2030 52
FIGURE 17 CONSUMER ELECTRONICS VERTICAL TO GAIN PROMINENT MARKET SHARE, IN TERMS OF VOLUME, IN 2030 53
FIGURE 18 EDGE AI HARDWARE WITH 1–3 WATT POWER CONSUMPTION TO CAPTURE LARGEST MARKET SHARE IN 2030 53
FIGURE 19 SMARTPHONES SEGMENT AND CHINA HELD LARGEST SHARE OF
ASIA PACIFIC MARKET, IN TERMS OF VOLUME, IN 2024 54
FIGURE 20 CHINA TO EXHIBIT SECOND-HIGHEST CAGR IN GLOBAL EDGE AI HARDWARE MARKET, IN TERMS OF VOLUME, DURING FORECAST PERIOD 54
FIGURE 21 EDGE AI HARDWARE MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES,
AND CHALLENGES 55
FIGURE 22 EDGE AI HARDWARE MARKET: IMPACT ANALYSIS OF DRIVERS 56
FIGURE 23 EDGE AI HARDWARE MARKET: IMPACT ANALYSIS OF RESTRAINTS 58
FIGURE 24 EDGE AI HARDWARE MARKET: IMPACT ANALYSIS OF OPPORTUNITIES 59
FIGURE 25 EDGE AI HARDWARE MARKET: IMPACT ANALYSIS OF CHALLENGES 62
FIGURE 26 EDGE AI HARDWARE MARKET: SUPPLY CHAIN ANALYSIS 64
FIGURE 27 TRENDS/DISRUPTIONS INFLUENCING CUSTOMER BUSINESS 66
FIGURE 28 EDGE AI HARDWARE MARKET: ECOSYSTEM ANALYSIS 67
FIGURE 29 PORTER’S FIVE FORCES ANALYSIS 69
FIGURE 30 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY VERTICAL 71
FIGURE 31 KEY BUYING CRITERIA, BY VERTICAL 72
FIGURE 32 INVESTMENT AND FUNDING SCENARIO FOR STARTUP COMPANIES 75
FIGURE 33 IMPORT SCENARIO FOR HS CODE 854231-COMPLIANT PRODUCTS IN TOP 5 COUNTRIES, 2020–2024 76
FIGURE 34 EXPORT SCENARIO FOR HS CODE 854231-COMPLIANT PRODUCTS IN TOP 5 COUNTRIES, 2020–2024 77
FIGURE 35 PATENTS APPLIED AND GRANTED, 2014–2024 79
FIGURE 36 AVERAGE SELLING PRICE TREND OF GPU, BY REGION, 2021–2024 87
FIGURE 37 AVERAGE SELLING PRICE TREND OF CPU, BY REGION, 2021–2024 88
FIGURE 38 AVERAGE SELLING PRICE TREND OF FPGA, BY REGION, 2021–2024 89
FIGURE 39 EDGE AI HARDWARE MARKET: IMPACT OF AI 90
FIGURE 40 SMARTPHONES TO ACCOUNT FOR LARGEST SHARE OF
EDGE AI HARDWARE MARKET, IN TERMS OF VOLUME, IN 2025 96
FIGURE 41 MORE THAN 10 W SEGMENT TO EXHIBIT HIGHEST CAGR
DURING FORECAST PERIOD 112
FIGURE 42 CPU SEGMENT TO HOLD LARGEST SHARE OF EDGE AI HARDWARE
MARKET IN 2030 116
FIGURE 43 INFERENCE FUNCTION TO HOLD PROMINENT MARKET SHARE IN 2025 120
FIGURE 44 CONSUMER ELECTRONICS TO HOLD LARGEST MARKET SHARE IN 2030 123
FIGURE 45 ASIA PACIFIC TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 174
FIGURE 46 NORTH AMERICA: EDGE AI HARDWARE MARKET SNAPSHOT 176
FIGURE 47 EUROPE: EDGE AI HARDWARE MARKET SNAPSHOT 181
FIGURE 48 ASIA PACIFIC: EDGE AI HARDWARE MARKET SNAPSHOT 188
FIGURE 49 EDGE AI HARDWARE MARKET: REVENUE ANALYSIS OF
TOP 5 PLAYERS, 2020–2024 205
FIGURE 50 EDGE AI HARDWARE MARKET SHARE ANALYSIS, 2024 206
FIGURE 51 VALUATION OF KEY PLAYERS IN EDGE AI HARDWARE MARKET 208
FIGURE 52 EV/EBITDA OF KEY PLAYERS 209
FIGURE 53 BRAND/PRODUCT COMPARISON 210
FIGURE 54 EDGE AI HARDWARE MARKET: COMPANY EVALUATION MATRIX
(KEY PLAYERS), 2024 212
FIGURE 55 EDGE AI HARDWARE MARKET: COMPANY FOOTPRINT 213
FIGURE 56 EDGE AI HARDWARE MARKET: COMPANY EVALUATION MATRIX
(STARTUPS/SMES), 2024 221
FIGURE 57 QUALCOMM TECHNOLOGIES, INC.: COMPANY SNAPSHOT 228
FIGURE 58 HUAWEI TECHNOLOGIES CO., LTD.: COMPANY SNAPSHOT 234
FIGURE 59 SAMSUNG: COMPANY SNAPSHOT 239
FIGURE 60 APPLE INC.: COMPANY SNAPSHOT 244
FIGURE 61 MEDIATEK INC.: COMPANY SNAPSHOT 248
FIGURE 62 INTEL CORPORATION: COMPANY SNAPSHOT 252
FIGURE 63 NVIDIA CORPORATION: COMPANY SNAPSHOT 257
FIGURE 64 IBM: COMPANY SNAPSHOT 261
FIGURE 65 MICRON TECHNOLOGY, INC.: COMPANY SNAPSHOT 266
FIGURE 66 ADVANCED MICRO DEVICES, INC.: COMPANY SNAPSHOT 270
FIGURE 67 META: COMPANY SNAPSHOT 275
FIGURE 68 TESLA: COMPANY SNAPSHOT 278
FIGURE 69 ALPHABET, INC.: COMPANY SNAPSHOT 281
FIGURE 70 MICROSOFT: COMPANY SNAPSHOT 285
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