边缘 AI 硬体市场规模、份额及成长分析（按设备、功耗、处理器、功能、垂直产业和地区）—2025-2032 年产业预测

边缘AI硬体市场规模预计到2023年将达到239.2亿美元，从2024年的281.5亿美元成长到2032年的1036.9亿美元，预测期内（2025-2032年）的复合年增长率为17.7%。

由于需要即时资料处理的边缘和连网型设备的快速普及，对边缘 AI 硬体的需求预计将激增。随着物联网 (IoT) 设备变得越来越普及，边缘 AI 硬体供应商的商业机会将会扩大。对能源效率和硬体技术改进的关注将进一步推动市场成长，而自主技术和先进的人工智慧演算法的使用将刺激销售。此外，全球正在对人工智慧专用硬体开发进行大量投资，这可能会在 2032 年之前提升市场潜力。然而，整合复杂性、技术纯熟劳工短缺、繁重工作导致的高能耗以及对资料安全和隐私的担忧等挑战可能会在研究期间及以后阻碍需求。

目录

介绍

• 调查目的
• 研究范围
• 定义

调查方法

• 资讯采购
• 次要和主要资料方法
• 市场规模预测
• 市场假设与限制

执行摘要

• 全球市场展望
• 供需趋势分析
• 细分机会分析

市场动态及展望

• 市场概况
• 市场规模
• 市场动态
  • 驱动因素和机会
  • 限制与挑战
• 波特的分析

主要市场考察

• 关键成功因素
• 竞争程度
• 主要投资机会
• 市场生态系统
• 市场吸引力指数（2024 年）
• PESTEL 分析
• 总体经济指标
• 价值链分析
• 定价分析
• 技术进步
• 案例研究

边缘 AI 硬体市场规模（按设备及复合年增长率） (2025-2032)

• 市场概况
• 智慧型手机
• 监控设备
• 机器人
• 穿戴式装置
• 边缘伺服器
• 智慧音箱
• 车
• 其他设备

边缘 AI 硬体市场规模（按功耗和复合年增长率） (2025-2032)

• 市场概况
• 小于1W
• 1～3W
• 3～5W
• 5～10W
• 10W 以上

边缘 AI 硬体市场规模（按处理器和复合年增长率） (2025-2032)

• 市场概况
• 中央处理单元
• 图形处理单元
• 专用积体电路
• 其他处理器

边缘 AI 硬体市场规模（按功能和复合年增长率） (2025-2032)

• 市场概况
• 训练
• 推理

边缘 AI 硬体市场规模（依垂直产业划分）及复合年增长率（2025-2032 年）

• 市场概况
• 家电
  • 智慧型手机
  • 穿戴式装置
  • 娱乐机器人
• 智慧家庭
  • 智慧音箱
  • 智慧型相机
  • 家用机器人
• 汽车与运输
  • 汽车零件
  • 监视录影机
  • 物流机器人
  • 其他汽车及运输设备
• 政府
  • 监视录影机
  • 无人机
• 卫生保健
  • 医疗机器人
  • 穿戴式装置
  • 其他医疗保健设备
• 产业
  • 工业机器人
  • 无人机
  • 音乐摄影机
• 航太和国防
  • 服务机器人
  • 其他航太和国防设备
• 建造
  • 服务机器人
  • 无人机
• 其他行业
  • 装置
  • 监视录影机
  • 专业服务机器人
  • 穿戴式装置
  • 其他设备
  • 边缘伺服器
  • 无人机

边缘 AI 硬体市场规模（按地区）及复合年增长率（2025-2032）

• 北美洲
  • 美国
  • 加拿大
• 欧洲
  • 德国
  • 西班牙
  • 法国
  • 英国
  • 义大利
  • 其他欧洲国家地区
• 亚太地区
  • 中国
  • 印度
  • 日本
  • 韩国
  • 其他亚太地区
• 拉丁美洲
  • 巴西
  • 其他拉丁美洲国家
• 中东和非洲
  • 海湾合作委员会国家
  • 南非
  • 其他中东和非洲地区

竞争资讯

• 前 5 家公司对比
• 主要企业市场定位（2024年）
• 主要市场参与者所采用的策略
• 近期市场趋势
• 公司市场占有率分析（2024 年）
• 主要企业简介
  • 公司详细信息
  • 产品系列分析
  • 公司分部份额分析
  • 收益与前一年同期比较对比（2022-2024 年）

主要企业简介

• NVIDIA Corporation（United States）
• Intel Corporation（United States）
• Qualcomm Technologies, Inc.（United States）
• Apple Inc.（United States）
• Advanced Micro Devices, Inc.（AMD）（United States）
• IBM Corporation（United States）
• Google LLC（Alphabet Inc.）（United States）
• Microsoft Corporation（United States）
• Micron Technology, Inc.（United States）
• Samsung Electronics Co., Ltd.（South Korea）
• Huawei Technologies Co., Ltd.（China）
• MediaTek Inc.（Taiwan）
• Arm Limited（United Kingdom）
• Baidu, Inc.（China）
• Alibaba Group Holding Limited（China）
• Sony Corporation（Japan）
• Fujitsu Limited（Japan）
• Renesas Electronics Corporation（Japan）
• Cerebras Systems（United States）

结论和建议

Edge AI Hardware Market size was valued at USD 23.92 billion in 2023 and is poised to grow from USD 28.15 billion in 2024 to USD 103.69 billion by 2032, growing at a CAGR of 17.7% during the forecast period (2025-2032).

The demand for edge AI hardware is expected to surge, driven by the rapid adoption of edge and connected devices, which necessitates real-time data processing. As Internet of Things (IoT) devices proliferate, opportunities for edge AI hardware providers will expand. Emphasis on energy efficiency and improvements in hardware technology will further enhance market growth, while the increasing use of autonomous technologies and advanced AI algorithms will stimulate sales. Furthermore, significant investments in AI-specific hardware development worldwide are likely to propel market potential through 2032. However, challenges such as integration complexity, a shortage of skilled workers, high energy consumption for demanding workloads, and concerns regarding data security and privacy may hinder demand throughout the study period and beyond.

Top-down and bottom-up approaches were used to estimate and validate the size of the Edge Ai Hardware market and to estimate the size of various other dependent submarkets. The research methodology used to estimate the market size includes the following details: The key players in the market were identified through secondary research, and their market shares in the respective regions were determined through primary and secondary research. This entire procedure includes the study of the annual and financial reports of the top market players and extensive interviews for key insights from industry leaders such as CEOs, VPs, directors, and marketing executives. All percentage shares split, and breakdowns were determined using secondary sources and verified through Primary sources. All possible parameters that affect the markets covered in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data.

Edge Ai Hardware Market Segments Analysis

Global Edge AI Hardware Market is segmented by Device, Power Consumptions, Processor, Function, Vertical and region. Based on Device, the market is segmented into Smartphones, Surveillance, Robots, Wearables, Edge Servers, Smart Speakers, Automobiles and Other Devices. Based on Power Consumptions, the market is segmented into Less Than 1 W, 1-3 W, 3-5 W, 5-10 W and More Than 10 W. Based on Processor, the market is segmented into Central Processing Units, Graphics Processing Units, Application Specific Integrated Circuits and Other Processors. Based on Function, the market is segmented into Training and Inference. Based on Vertical, the market is segmented into Consumer Electronics, Smart Homes, Automotive & Transportation, Government, Healthcare, Industrial, Aerospace & Defense, Construction and Other verticals. Based on region, the market is segmented into North America, Europe, Asia Pacific, Latin America and Middle East & Africa.

Driver of the Edge Ai Hardware Market

The increasing necessity for real-time data processing, which minimizes delays across various applications, is expected to significantly enhance the sales of edge AI hardware in the upcoming years. Key sectors such as autonomous vehicles, industrial automation, and smart city developments rely heavily on swift decision-making capabilities. As the demand for efficient and immediate data handling in these critical applications rises, it is likely to be a primary factor propelling the growth of the global edge AI hardware market in the foreseeable future. This trend highlights the essential nature of edge AI solutions in advancing technology across multiple industries.

Restraints in the Edge Ai Hardware Market

The Edge AI Hardware market is currently facing a significant challenge due to a shortage of skilled professionals needed to design and manage advanced edge AI hardware solutions. This lack of expertise is projected to hinder the long-term sales and growth of edge AI hardware products. Emerging markets are likely to be more adversely affected by this constraint than their developed counterparts within the global edge AI hardware industry, particularly as we move toward 2032. The scarcity of qualified personnel not only impacts product innovation and deployment but also raises concerns about the overall development of the sector in these regions.

Market Trends of the Edge Ai Hardware Market

The emergence of TinyML is significantly shaping the Edge AI Hardware market, as it facilitates the deployment of machine learning models on ultra-low-power devices, enabling intelligent processing directly at the source of data generation. This trend presents substantial growth opportunities for companies committed to advancing TinyML algorithms and models, driving innovation in edge computing capabilities. By investing in this technology, edge AI hardware manufacturers can enhance the functionality and efficiency of their products, ultimately leading to increased revenue generation and market competitiveness. As applications across industries-from smart homes to industrial IoT-require real-time insights with minimal power consumption, TinyML is poised to revolutionize the edge AI landscape.

Table of Contents

Introduction

• Objectives of the Study
• Scope of the Report
• Definitions

Research Methodology

• Information Procurement
• Secondary & Primary Data Methods
• Market Size Estimation
• Market Assumptions & Limitations

Executive Summary

• Global Market Outlook
• Supply & Demand Trend Analysis
• Segmental Opportunity Analysis

Market Dynamics & Outlook

• Market Overview
• Market Size
• Market Dynamics
  • Drivers & Opportunities
  • Restraints & Challenges
• Porters Analysis
  • Competitive rivalry
  • Threat of substitute
  • Bargaining power of buyers
  • Threat of new entrants
  • Bargaining power of suppliers

Key Market Insights

• Key Success Factors
• Degree of Competition
• Top Investment Pockets
• Market Ecosystem
• Market Attractiveness Index, 2024
• PESTEL Analysis
• Macro-Economic Indicators
• Value Chain Analysis
• Pricing Analysis
• Technological Advancement
• Case Studies

Global Edge AI Hardware Market Size by Device & CAGR (2025-2032)

• Market Overview
• Smartphones
• Surveillance
• Robots
• Wearables
• Edge Servers
• Smart Speakers
• Automobiles
• Other Devices

Global Edge AI Hardware Market Size by Power Consumptions & CAGR (2025-2032)

• Market Overview
• Less Than 1 W
• 1-3 W
• 3-5 W
• 5-10 W
• More Than 10 W

Global Edge AI Hardware Market Size by Processor & CAGR (2025-2032)

• Market Overview
• Central Processing Units
• Graphics Processing Units
• Application Specific Integrated Circuits
• Other Processors

Global Edge AI Hardware Market Size by Function & CAGR (2025-2032)

• Market Overview
• Training
• Inference

Global Edge AI Hardware Market Size by Vertical & CAGR (2025-2032)

• Market Overview
• Consumer Electronics
  • Smartphones
  • Wearables
  • Entertainment robots
• Smart Homes
  • Smart speakers
  • Smart cameras
  • Domestic robots
• Automotive & Transportation
  • Automobile Parts
  • Surveillance Cameras
  • Logistics Robots
  • Other Automotive & Transportation Devices
• Government
  • Surveillance Cameras
  • Drones
• Healthcare
  • Medical Robots
  • Wearables
  • Other Healthcare Devices
• Industrial
  • Industrial Robots
  • Drones
  • Mv Cameras
• Aerospace & Defense
  • Service Robots
  • Other Aerospace & Defense Devices
• Construction
  • Service Robots
  • Drones
• Other verticals
  • Device
  • Surveillance Cameras
  • Professional Service Robots
  • Wearables
  • Other Devices
  • Edge Servers
  • Drones

Global Edge AI Hardware Market Size & CAGR (2025-2032)

• North America (Device, Power Consumptions, Processor, Function, Vertical)
  • US
  • Canada
• Europe (Device, Power Consumptions, Processor, Function, Vertical)
  • Germany
  • Spain
  • France
  • UK
  • Italy
  • Rest of Europe
• Asia Pacific (Device, Power Consumptions, Processor, Function, Vertical)
  • China
  • India
  • Japan
  • South Korea
  • Rest of Asia-Pacific
• Latin America (Device, Power Consumptions, Processor, Function, Vertical)
  • Brazil
  • Rest of Latin America
• Middle East & Africa (Device, Power Consumptions, Processor, Function, Vertical)
  • GCC Countries
  • South Africa
  • Rest of Middle East & Africa

Competitive Intelligence

• Top 5 Player Comparison
• Market Positioning of Key Players, 2024
• Strategies Adopted by Key Market Players
• Recent Developments in the Market
• Company Market Share Analysis, 2024
• Company Profiles of All Key Players
  • Company Details
  • Product Portfolio Analysis
  • Company's Segmental Share Analysis
  • Revenue Y-O-Y Comparison (2022-2024)

Key Company Profiles

• NVIDIA Corporation (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Intel Corporation (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Qualcomm Technologies, Inc. (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Apple Inc. (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Advanced Micro Devices, Inc. (AMD) (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• IBM Corporation (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Google LLC (Alphabet Inc.) (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Microsoft Corporation (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Micron Technology, Inc. (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Samsung Electronics Co., Ltd. (South Korea)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Huawei Technologies Co., Ltd. (China)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• MediaTek Inc. (Taiwan)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Arm Limited (United Kingdom)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Baidu, Inc. (China)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Alibaba Group Holding Limited (China)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Sony Corporation (Japan)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Fujitsu Limited (Japan)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Renesas Electronics Corporation (Japan)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Cerebras Systems (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments

Conclusion & Recommendations