邊緣 AI 硬體市場規模、佔有率及成長分析（按設備、功耗、處理器、功能、垂直產業和地區）—2025-2032 年產業預測

邊緣AI硬體市場規模預計到2023年將達到239.2億美元，從2024年的281.5億美元成長到2032年的1036.9億美元，預測期內（2025-2032年）的複合年成長率為17.7%。

由於需要即時資料處理的邊緣和連網型設備的快速普及，對邊緣 AI 硬體的需求預計將激增。隨著物聯網 (IoT) 設備變得越來越普及，邊緣 AI 硬體供應商的商業機會將會擴大。對能源效率和硬體技術改進的關注將進一步推動市場成長，而自主技術和先進的人工智慧演算法的使用將刺激銷售。此外，全球正在對人工智慧專用硬體開發進行大量投資，這可能會在 2032 年之前提升市場潛力。然而，整合複雜性、技術純熟勞工短缺、繁重工作導致的高能耗以及對資料安全和隱私的擔憂等挑戰可能會在研究期間及以後阻礙需求。

目錄

介紹

• 調查目的
• 研究範圍
• 定義

調查方法

• 資訊採購
• 次要和主要資料方法
• 市場規模預測
• 市場假設與限制

執行摘要

• 全球市場展望
• 供需趨勢分析
• 細分機會分析

市場動態及展望

• 市場概況
• 市場規模
• 市場動態
  • 促進因素和機會
  • 限制與挑戰
• 波特的分析

主要市場考察

• 關鍵成功因素
• 競爭程度
• 主要投資機會
• 市場生態系統
• 市場吸引力指數（2024 年）
• PESTEL 分析
• 總體經濟指標
• 價值鏈分析
• 定價分析
• 技術進步
• 案例研究

邊緣 AI 硬體市場規模（按設備及複合年成長率） (2025-2032)

• 市場概況
• 智慧型手機
• 監控設備
• 機器人
• 穿戴式裝置
• 邊緣伺服器
• 智慧音箱
• 車
• 其他設備

邊緣 AI 硬體市場規模（按功耗和複合年成長率） (2025-2032)

• 市場概況
• 小於1W
• 1～3W
• 3～5W
• 5～10W
• 10W 以上

邊緣 AI 硬體市場規模（按處理器和複合年成長率） (2025-2032)

• 市場概況
• 中央處理單元
• 圖形處理單元
• 專用積體電路
• 其他處理器

邊緣 AI 硬體市場規模（按功能和複合年成長率） (2025-2032)

• 市場概況
• 訓練
• 推理

邊緣 AI 硬體市場規模（依垂直產業分類）及複合年成長率（2025-2032 年）

• 市場概況
• 家電
  • 智慧型手機
  • 穿戴式裝置
  • 娛樂機器人
• 智慧家庭
  • 智慧音箱
  • 智慧型相機
  • 家用機器人
• 汽車與運輸
  • 汽車零件
  • 監視錄影機
  • 物流機器人
  • 其他汽車及運輸設備
• 政府
  • 監視錄影機
  • 無人機
• 衛生保健
  • 醫療機器人
  • 穿戴式裝置
  • 其他醫療保健設備
• 產業
  • 工業機器人
  • 無人機
  • 音樂攝影機
• 航太和國防
  • 服務機器人
  • 其他航太和國防設備
• 建造
  • 服務機器人
  • 無人機
• 其他行業
  • 裝置
  • 監視錄影機
  • 專業服務機器人
  • 穿戴式裝置
  • 其他設備
  • 邊緣伺服器
  • 無人機

邊緣 AI 硬體市場規模（按地區）及複合年成長率（2025-2032）

• 北美洲
  • 美國
  • 加拿大
• 歐洲
  • 德國
  • 西班牙
  • 法國
  • 英國
  • 義大利
  • 其他歐洲國家地區
• 亞太地區
  • 中國
  • 印度
  • 日本
  • 韓國
  • 其他亞太地區
• 拉丁美洲
  • 巴西
  • 其他拉丁美洲國家
• 中東和非洲
  • 海灣合作理事會國家
  • 南非
  • 其他中東和非洲地區

競爭資訊

• 前 5 家公司對比
• 主要企業市場定位（2024年）
• 主要市場參與者所採用的策略
• 近期市場趨勢
• 公司市場佔有率分析（2024 年）
• 主要企業簡介
  • 公司詳細資訊
  • 產品系列分析
  • 公司分部佔有率分析
  • 收益與前一年同期比較對比（2022-2024 年）

主要企業簡介

• 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）

結論和建議

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