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市场调查报告书
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1579826

全球边缘人工智慧硬体市场

Edge AI Hardware
出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 89 Pages | 商品交期: 最快1-2个工作天内

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简介目录

2030年全球边缘AI硬体市场预计将达到60亿台

全球边缘人工智慧硬体市场预计到 2023 年将达到 19 亿台，预计到 2030 年将达到 60 亿台，2023-2030 年分析期间复合年增长率为 17.5%。 CPU 处理器是本报告分析的细分市场之一，预计复合年增长率为 15.8%，到分析期结束时将达到 21 亿颗。在分析期间，GPU 处理器产业的复合年增长率预计为 16.9%。

美国市场预计将达到5.339亿台，中国预计复合年增长率为16.7%

预计到 2023 年，美国边缘 AI 硬体市场将达到 5.339 亿台。中国作为全球第二大经济体，预计2023年至2030年将维持16.7%的复合年增长率，到2030年市场规模将达到9.128亿辆。其他值得注意的区域市场包括日本和加拿大，在分析期间预计复合年增长率分别为 15.2% 和 14.9%。在欧洲，德国的复合年增长率预计约为 12.9%。

全球边缘人工智慧硬体市场—主要趋势和驱动因素总结

边缘人工智慧硬体将如何改变即时应用程式的资料处理？

边缘人工智慧硬体无需将资讯发送到集中式资料中心或云，并允许直接在网路「边缘」的设备上分析资料，从而彻底改变了即时资料处理。这种转变对于延迟成为主要问题的应用尤其重要，例如自动驾驶汽车、智慧监控系统和工业自动化。例如，自动驾驶汽车依靠边缘人工智慧硬体在几毫秒内处理来自感测器和摄影机的资料。同样，在智慧製造中，边缘人工智慧硬体可以即时监控设备和生产线，透过在问题导致代价高昂的延误之前预测和解决问题来减少停机时间。这种向边缘处理的转变解决了延迟挑战，并确保关键操作的执行不会出现损害功能或安全性的延迟。此外，边缘人工智慧硬体的进步提高了处理能力，允许更先进的人工智慧演算法在设备上本地运行，而无需严重依赖云端基础的资源。

边缘人工智慧硬体还透过将资料处理保留在设备本地来增强隐私和安全性。这对于医疗保健、金融和政府等敏感资讯部门尤其有利。透过现场执行人工智慧运算，边缘设备限制发送到外部伺服器的资料量，降低资料外洩的风险，并确保遵守严格的资料隐私法规，例如GDPR和HIPAA。边缘人工智慧硬体的这一方面在医疗保健环境中特别有价值，诊断成像设备、患者监护系统和医疗可穿戴设备等设备可以现场分析患者资料，提供即时见解，同时提供机密资讯。边缘人工智慧硬体不断发展并影响隐私、安全和即时决策，使其成为优先考虑低延迟和资料保护的广泛行业的关键推动者。

为什么家电和物联网设备对边缘人工智慧硬体的需求不断增加？

随着智慧型设备和物联网的普及，消费者要求电子设备具有即时、情境感知的功能，推动了对边缘人工智慧硬体的需求。边缘人工智慧硬体使智慧家电、个人助理和穿戴式科技等物联网设备能够在本地执行复杂的资料分析并做出决策。例如，在智慧家庭生态系统中，边缘人工智慧硬体使设备能够立即对使用者命令和互动做出反应，例如调整温度设定、管理照明和提供安全警报。同样，健身追踪器和智慧型手錶等穿戴式装置也受益于边缘人工智慧，透过在本地运行人工智慧演算法来监控健康指标并提供见解，而无需依赖云端。随着物联网市场的成长，家用电子电器对紧凑、高效、响应灵敏的边缘人工智慧硬体的需求预计将增加，这与消费者对快速、可靠和资料驱动体验的偏好相一致。

除了消费性电子产品之外，边缘人工智慧硬体在使物联网系统更加节能方面也发挥着重要作用。边缘设备在本地处理资料，显着减少了与云端持续连接的需求，降低了频宽要求并减少了消费量。这种节能方法在远端和离网物联网应用中特别有吸引力，例如农业感测器和环境监测系统，这些应用的连续功率可能受到限制。此外，随着智慧城市扩大物联网设备在交通监控、废弃物管理和公共事业服务中的使用，边缘人工智慧硬体将实现这些系统的自主运行，从而减轻集中式资料中心的负担。随着物联网生态系统的发展和永续性变得更加重要，旨在优化能源使用的边缘人工智慧硬体解决方案将在满足消费者和环境需求方面发挥更重要的作用。

利用边缘人工智慧硬体提高业务效率的主要产业有哪些？

製造、汽车、医疗保健和通讯等行业正在利用边缘人工智慧硬体来提高业务效率并获得竞争优势。在製造领域，边缘人工智慧硬体可实现即时品管、预测性维护和流程优化。透过将人工智慧功能直接融入机器和生产线，製造商可以侦测异常、预测设备故障并不间断地提高生产速度。汽车製造商也大力利用边缘人工智慧硬体来增强 ADAS（高级驾驶员辅助系统）和自动驾驶汽车的功能。汽车边缘设备配备强大的人工智慧处理器，可立即处理来自感测器和摄影机的资料，以做出有关车道导航、障碍物侦测和速度调整的关键决策。随着自动驾驶汽车的发展，边缘人工智慧硬体对于即时处理大量感测器资料并确保车辆安全和效率至关重要。

在医疗保健领域，边缘人工智慧硬体正在推动可携式超音波诊断设备、智慧医疗穿戴设备和诊断成像系统等诊断和监测设备的创新。透过利用边缘处理，这些设备为医疗保健提供者提供即时可行的见解，并保护患者资料隐私，而无需将资料传送到外部伺服器。此外，在通讯领域，边缘人工智慧硬体透过启用虚拟实境 (VR)、扩增实境(AR) 和远端机器人等低延迟应用来支援 5G 网路的推出。网路供应商正在将边缘人工智慧硬体整合到各种网路节点中，以更接近源头处理资料，减少延迟并改善用户体验。这些行业越来越依赖即时分析和设备上的人工智慧功能，使得边缘人工智慧硬体对于提高效率和维持高标准的服务交付至关重要。

边缘人工智慧硬体市场成长由多种因素推动

边缘人工智慧硬体市场的成长受到多种因素的推动，包括技术进步、不同领域使用案例的扩展以及对即时资料处理的需求不断增加。半导体技术的不断改进带来了更强大、更节能的处理器，从而在紧凑、低功耗的边缘设备中实现了先进的人工智慧功能。物联网和智慧型设备的兴起正在推动对边缘人工智慧硬体的需求，因为各行业寻求本地资料处理能力以减少延迟、频宽使用和能源消费量。消费者对个人装置上快速、可靠和私密资料处理的期望也推动了边缘人工智慧硬体在消费性电子产品（从智慧家庭系统到穿戴式装置）的采用。此外，工业领域正在采用边缘人工智慧硬体进行预测维护、品管和即时监控，而汽车行业正在采用边缘人工智慧硬体来提高自动驾驶和半自动车辆的安全性和性能。

在医疗保健领域，边缘人工智慧硬体可以对医疗设备上的患者资料进行安全、即时的分析，解决监管合规性和隐私问题。此外，5G 网路的出现为通讯领域的边缘 AI 硬体带来了新的可能性，支援 VR、AR 和行动游戏中的低延迟应用。此外，智慧城市计画正在推广使用边缘人工智慧在城市基础设施中进行即时资料处理，例如交通管理、监控和环境监测。随着许多行业认识到在边缘处理资料以实现更快、更有效率的营运价值，人工智慧处理技术的创新与各行业的即时应用范围不断扩大相结合，边缘人工智慧硬体市场有望持续成长。

受访企业举例（共34家）

  • Adapteva, Inc.
  • Alphabet
  • Apple
  • Applied Brain Research
  • ARM
  • Cadence
  • Ceva
  • General Vision
  • Hailo
  • Horizon Robotics
  • Huawei
  • Imagination Technologies
  • Intel Corporation
  • Mediatek
  • Micron Technology
  • Microsoft Corporation
  • Mythic
  • NVIDIA Corporation
  • Qualcomm
  • Samsung Electronics
  • Securerf Corporation
  • Synopsys Inc
  • Tenstorrent
  • Thinci
  • Verisilicon
  • Videantis
  • Xilinx

目录

第一章调查方法

第 2 章执行摘要

  • 市场概况
  • 主要企业
  • 市场趋势和驱动因素
  • 全球市场展望

第三章市场分析

  • 美国
  • 加拿大
  • 日本
  • 中国
  • 欧洲
  • 法国
  • 德国
  • 义大利
  • 英国
  • 其他欧洲国家
  • 亚太地区
  • 其他领域

第四章 比赛

简介目录
Product Code: MCP21679

Global Edge AI Hardware Market to Reach 6.0 Billion Units by 2030

The global market for Edge AI Hardware estimated at 1.9 Billion Units in the year 2023, is expected to reach 6.0 Billion Units by 2030, growing at a CAGR of 17.5% over the analysis period 2023-2030. CPU Processor, one of the segments analyzed in the report, is expected to record a 15.8% CAGR and reach 2.1 Billion Units by the end of the analysis period. Growth in the GPU Processor segment is estimated at 16.9% CAGR over the analysis period.

The U.S. Market is Estimated at 533.9 Million Units While China is Forecast to Grow at 16.7% CAGR

The Edge AI Hardware market in the U.S. is estimated at 533.9 Million Units in the year 2023. China, the world's second largest economy, is forecast to reach a projected market size of 912.8 Million Units by the year 2030 trailing a CAGR of 16.7% over the analysis period 2023-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 15.2% and 14.9% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 12.9% CAGR.

Global Edge AI Hardware Market – Key Trends & Drivers Summarized

How Is Edge AI Hardware Transforming Data Processing in Real-Time Applications?

Edge AI hardware has revolutionized real-time data processing by enabling data to be analyzed directly on devices at the "edge" of networks, bypassing the need to send information to centralized data centers or the cloud. This transformation is especially critical for applications where latency is a major concern, such as in autonomous vehicles, smart surveillance systems, and industrial automation. Autonomous vehicles, for instance, rely on edge AI hardware to process data from sensors and cameras in milliseconds, allowing the vehicle to make split-second decisions crucial for safety. Similarly, in smart manufacturing, edge AI hardware enables real-time monitoring of equipment and production lines, reducing downtime by predicting and addressing issues before they lead to costly delays. This shift towards edge processing addresses latency challenges, ensuring that critical operations are carried out without delays that could compromise functionality or safety. Furthermore, advancements in edge AI hardware have increased processing power, allowing more sophisticated AI algorithms to run locally on devices without relying heavily on cloud-based resources.

Edge AI hardware also enhances privacy and security by keeping data processing local to the device, which is especially beneficial for sectors handling sensitive information, such as healthcare, finance, and government. By performing AI computations on-site, edge devices limit the amount of data sent to external servers, reducing the risk of data breaches and ensuring compliance with stringent data privacy regulations like GDPR and HIPAA. This aspect of edge AI hardware is particularly valuable in healthcare settings where devices such as diagnostic imaging equipment, patient monitoring systems, and medical wearables can analyze patient data on-site, thus protecting sensitive information while delivering real-time insights. As edge AI hardware continues to evolve, its impact on privacy, security, and real-time decision-making is positioning it as a key enabler across a wide range of industries that prioritize low latency and data protection.

Why Is There Growing Demand for Edge AI Hardware in Consumer Electronics and IoT Devices?

The proliferation of smart devices and IoT has fueled demand for edge AI hardware, as consumers increasingly expect real-time, context-aware functionality from their electronics. Edge AI hardware allows IoT devices, including smart home appliances, personal assistants, and wearable technology, to perform complex data analysis and make decisions locally. For instance, in a smart home ecosystem, edge AI hardware enables devices to respond instantly to user commands and interactions, such as adjusting temperature settings, managing lighting, and providing security alerts. Similarly, wearable devices like fitness trackers and smartwatches benefit from edge AI by running AI algorithms locally to monitor health metrics and deliver insights without depending on the cloud. As the IoT market grows, the demand for compact, efficient, and responsive edge AI hardware in consumer electronics is expected to increase, aligning with consumer preferences for fast, reliable, and data-driven experiences.

Beyond consumer electronics, edge AI hardware also plays a crucial role in enhancing energy efficiency in IoT systems. Since edge devices handle data processing locally, they significantly reduce the need for constant cloud connectivity, which lowers bandwidth requirements and reduces energy consumption. This energy-efficient approach is particularly appealing in remote or off-grid IoT applications, such as agricultural sensors or environmental monitoring systems, where continuous power may be limited. Additionally, as smart cities expand their use of IoT devices for traffic monitoring, waste management, and utility services, edge AI hardware enables these systems to operate autonomously, reducing strain on centralized data centers. As the IoT ecosystem grows and the importance of sustainability increases, edge AI hardware solutions designed to optimize energy usage will play an even more significant role in meeting consumer and environmental demands.

What Are the Major Industries Leveraging Edge AI Hardware for Enhanced Operational Efficiency?

Industries such as manufacturing, automotive, healthcare, and telecommunications are leveraging edge AI hardware to enhance operational efficiency and gain a competitive advantage. In manufacturing, edge AI hardware enables real-time quality control, predictive maintenance, and process optimization. By embedding AI capabilities directly within machinery or production lines, manufacturers can detect anomalies, predict equipment failures, and improve production speed without interruptions. Automotive manufacturers are also relying heavily on edge AI hardware to advance driver-assistance systems and autonomous vehicle capabilities. Equipped with powerful AI processors, edge devices in vehicles process data from sensors and cameras instantaneously, making critical decisions related to lane navigation, obstacle detection, and speed adjustments. As autonomous vehicles evolve, edge AI hardware will be essential for processing vast amounts of sensor data in real time to ensure vehicle safety and efficiency.

In healthcare, edge AI hardware is driving innovations in diagnostic and monitoring devices, including portable ultrasound machines, smart medical wearables, and diagnostic imaging systems. These devices leverage edge processing to provide immediate, actionable insights to healthcare providers without sending data to external servers, thus safeguarding patient data privacy. Additionally, in telecommunications, edge AI hardware is supporting 5G network deployments by enabling low-latency applications like virtual reality (VR), augmented reality (AR), and remote robotics. Network providers are incorporating edge AI hardware at various network nodes to handle data processing close to the source, reducing lag and enhancing the user experience. As these industries increasingly rely on real-time analytics and on-device AI capabilities, edge AI hardware is becoming indispensable for improving efficiency and maintaining high standards of service delivery.

Growth in the Edge AI Hardware Market Is Driven by Several Factors

Growth in the edge AI hardware market is driven by several factors, including technological advancements, expanding use cases across diverse sectors, and the increasing demand for real-time data processing. Continuous improvements in semiconductor technology have led to more powerful and energy-efficient processors, enabling advanced AI functionalities on compact, low-power edge devices. The rise of IoT and smart devices has fueled demand for edge AI hardware, as industries seek local data processing capabilities to reduce latency, bandwidth usage, and energy consumption. Consumer expectations for fast, reliable, and private data processing on personal devices are also driving the adoption of edge AI hardware in consumer electronics, from smart home systems to wearable devices. Furthermore, the industrial sector is embracing edge AI hardware for predictive maintenance, quality control, and real-time monitoring, while the automotive sector relies on it to enhance safety and performance in autonomous and semi-autonomous vehicles.

In healthcare, edge AI hardware enables the secure, real-time analysis of patient data on medical devices, which aligns with regulatory compliance and privacy concerns. Additionally, the advent of 5G networks has opened new opportunities for edge AI hardware in telecommunications, supporting low-latency applications in VR, AR, and mobile gaming. Smart city initiatives are also promoting the use of edge AI for real-time data processing in urban infrastructure, such as traffic management, surveillance, and environmental monitoring. As more sectors recognize the value of processing data at the edge for faster, more efficient operations, the edge AI hardware market is poised for sustained growth, driven by a combination of innovation in AI processing technology and the expanding scope of real-time applications across industries.

Select Competitors (Total 34 Featured) -

  • Adapteva, Inc.
  • Alphabet
  • Apple
  • Applied Brain Research
  • ARM
  • Cadence
  • Ceva
  • General Vision
  • Hailo
  • Horizon Robotics
  • Huawei
  • Imagination Technologies
  • Intel Corporation
  • Mediatek
  • Micron Technology
  • Microsoft Corporation
  • Mythic
  • NVIDIA Corporation
  • Qualcomm
  • Samsung Electronics
  • Securerf Corporation
  • Synopsys Inc
  • Tenstorrent
  • Thinci
  • Verisilicon
  • Videantis
  • Xilinx

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • World Market Trajectories
    • Global Economic Update
    • Edge AI Hardware - Global Key Competitors Percentage Market Share in 2024 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Growing Demand for Real-Time Data Processing at the Edge Drives Adoption of High-Performance Edge AI Hardware Solutions
    • Expansion of Industrial Automation and IoT Fuels Demand for Edge AI Hardware in Smart Factories and Manufacturing
    • Increasing Use of Edge AI Hardware in Autonomous Vehicles for Real-Time Navigation and Object Detection Supports Market Growth
    • Advancements in Semiconductor Technology Enhance Processing Capabilities and Efficiency of Edge AI Hardware
    • Rising Focus on Reducing Latency in IoT Applications Drives Demand for Edge AI Hardware with Fast Data Processing
    • Growing Deployment of Edge AI Hardware in Smart Cities for Traffic Management, Surveillance, and Environmental Monitoring
    • Increasing Use of Edge AI Hardware in Healthcare for Real-Time Patient Monitoring and Diagnostic Imaging Expands Market
    • Focus on Energy Efficiency in Edge Devices Supports Development of Low-Power Edge AI Hardware Solutions
    • Growing Popularity of Wearable and Portable Edge AI Devices Fuels Market for Compact, High-Performance Hardware
    • Expansion of Edge AI Hardware in Retail for Customer Insights, Inventory Management, and Automated Checkouts
    • Rising Adoption of Edge AI Hardware in Agriculture for Precision Farming and Real-Time Crop Monitoring
    • Growing Demand for Enhanced Security in Financial and Retail Sectors Drives Adoption of Edge AI Hardware for Fraud Detection
    • Increasing Adoption of Edge AI Hardware in Telecommunications for Network Optimization and Infrastructure Management
    • Growing Application of Edge AI Hardware in Robotics for Autonomous Navigation and Real-Time Decision-Making
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Recent Past, Current & Future Analysis for Edge AI Hardware by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 2: World 7-Year Perspective for Edge AI Hardware by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2024 & 2030
    • TABLE 3: World Recent Past, Current & Future Analysis for CPU by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 4: World 7-Year Perspective for CPU by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 5: World Recent Past, Current & Future Analysis for GPU by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 6: World 7-Year Perspective for GPU by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 7: World Recent Past, Current & Future Analysis for ASIC by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 8: World 7-Year Perspective for ASIC by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 9: World Recent Past, Current & Future Analysis for Other Processors by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 10: World 7-Year Perspective for Other Processors by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 11: World Recent Past, Current & Future Analysis for Government by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 12: World 7-Year Perspective for Government by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 13: World Recent Past, Current & Future Analysis for Healthcare by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 14: World 7-Year Perspective for Healthcare by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 15: World Recent Past, Current & Future Analysis for Industrial by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 16: World 7-Year Perspective for Industrial by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 17: World Recent Past, Current & Future Analysis for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 18: World 7-Year Perspective for Other End-Uses by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 19: World Recent Past, Current & Future Analysis for Consumer Electronics by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 20: World 7-Year Perspective for Consumer Electronics by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 21: World Recent Past, Current & Future Analysis for Smart Home by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 22: World 7-Year Perspective for Smart Home by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 23: World Recent Past, Current & Future Analysis for Automotive & Transportation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 24: World 7-Year Perspective for Automotive & Transportation by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 25: World Recent Past, Current & Future Analysis for Inference by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 26: World 7-Year Perspective for Inference by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 27: World Recent Past, Current & Future Analysis for Training by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 28: World 7-Year Perspective for Training by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 29: World Edge AI Hardware Market Analysis of Annual Sales in Thousand units for Years 2014 through 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2024 (E)
    • TABLE 30: USA Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 31: USA 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 32: USA Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 33: USA 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 34: USA Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 35: USA 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • CANADA
    • TABLE 36: Canada Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 37: Canada 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 38: Canada Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 39: Canada 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 40: Canada Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 41: Canada 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • JAPAN
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2024 (E)
    • TABLE 42: Japan Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 43: Japan 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 44: Japan Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 45: Japan 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 46: Japan Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 47: Japan 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • CHINA
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2024 (E)
    • TABLE 48: China Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 49: China 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 50: China Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 51: China 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 52: China Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 53: China 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • EUROPE
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2024 (E)
    • TABLE 54: Europe Recent Past, Current & Future Analysis for Edge AI Hardware by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 55: Europe 7-Year Perspective for Edge AI Hardware by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2024 & 2030
    • TABLE 56: Europe Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 57: Europe 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 58: Europe Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 59: Europe 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 60: Europe Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 61: Europe 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • FRANCE
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2024 (E)
    • TABLE 62: France Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 63: France 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 64: France Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 65: France 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 66: France Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 67: France 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • GERMANY
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2024 (E)
    • TABLE 68: Germany Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 69: Germany 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 70: Germany Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 71: Germany 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 72: Germany Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 73: Germany 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • ITALY
    • TABLE 74: Italy Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 75: Italy 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 76: Italy Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 77: Italy 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 78: Italy Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 79: Italy 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • UNITED KINGDOM
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2024 (E)
    • TABLE 80: UK Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 81: UK 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 82: UK Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 83: UK 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 84: UK Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 85: UK 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • REST OF EUROPE
    • TABLE 86: Rest of Europe Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 87: Rest of Europe 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 88: Rest of Europe Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 89: Rest of Europe 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 90: Rest of Europe Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 91: Rest of Europe 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • ASIA-PACIFIC
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2024 (E)
    • TABLE 92: Asia-Pacific Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 93: Asia-Pacific 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 94: Asia-Pacific Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 95: Asia-Pacific 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 96: Asia-Pacific Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 97: Asia-Pacific 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • REST OF WORLD
    • TABLE 98: Rest of World Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 99: Rest of World 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 100: Rest of World Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 101: Rest of World 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 102: Rest of World Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 103: Rest of World 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030

IV. COMPETITION