Global Edge AI in Industrial Automation Market Size, Share & Trends Analysis Report By Organization Size (Large Enterprises, and Small & Medium Enterprises), By Deployment Type, By Component, By End-Use, By Solutions, By Regional Outlook and Forecast, 202

Global Edge AI in Industrial Automation Market Size, Share & Trends Analysis Report By Organization Size (Large Enterprises, and Small & Medium Enterprises), By Deployment Type, By Component, By End-Use, By Solutions, By Regional Outlook and Forecast, 2024 - 2031


The Global Edge AI in Industrial Automation Market size is expected to reach $268.4 billion by 2031, rising at a market growth of 25.4% CAGR during the forecast period.

As industries strive for higher operational efficiency, reduced downtime, and optimized production processes, AI software solutions are vital in analyzing data, detecting anomalies, and generating actionable insights. The growth of this segment is further supported by the increasing adoption of sophisticated algorithms and machine learning models tailored to address specific industrial requirements. These software solutions allow companies to maximize the potential of their hardware investments by leveraging AI for improved decision-making, automation, and overall productivity. Thus, the software segment procured 29% revenue share in the edge AI in industrial automation market in 2023.

The major strategies followed by the market participants are Partnerships as the key developmental strategy to keep pace with the changing demands of end users. For instance, In September, 2024, Oracle has formed a partnership with Anduril Industries to integrate Anduril’s Lattice command and control platform with Oracle Cloud Infrastructure. This alliance is set to strengthen global defense capabilities, providing secure and scalable solutions for mission-critical operations from the datacenter to the tactical edge. Additionally, In September, 2024, Gorilla Technology Group Inc. has partnered with Lanner Electronics to establish a joint venture focused on manufacturing next-generation AI-enabled security convergence appliances in Thailand. This collaboration is designed to address global cybersecurity demands through a diverse product lineup, improving manufacturing efficiency, quality, and scalability.

Based on the Analysis presented in the KBV Cardinal matrix; Microsoft Corporation and Google LLC are the forerunners in the Edge AI in Industrial Automation Market. In March, 2024, Microsoft Corporation and Hitachi came into partnership to launch a strategic multi-billion-dollar partnership to enhance Lumada solutions with generative AI, improve productivity for 270,000 employees, and train over 50,000 professionals. The collaboration aims to drive innovation in energy, mobility, and sustainability efforts. Companies such as Amazon Web Services, Inc., NVIDIA Corporation and IBM Corporation are some of the key innovators in Edge AI in Industrial Automation Market.

Market Growth Factors

By facilitating real-time decision-making and processing data locally, edge AI guarantees that production continuity is maintained by resolving such issues when they arise. This improves operational efficiency and enhances industrial automation systems' overall reliability and safety, making edge AI a vital technology for modern manufacturing environments. Hence, the benefits of edge AI in improved efficiency and reduced latency further expedite its demand, thereby supporting the market's growth.

Additionally, this is especially beneficial in hazardous areas where human safety is an issue since it enables robots to perform equipment inspections or material transportation without posing a threat to human laborers because it eliminates the need for human workers to be present. Thus, as the use of robots increases in industries, the demand for edge AI will also increase owing to its advantages. This, in turn, will drive the expansion of the market.

Market Restraining Factors

The absence of a common framework or standard for interoperability means that integrating these different pieces of equipment with an overarching AI system requires extensive customization. Each piece of machinery may need a unique solution to connect with the edge AI system, which can be cumbersome and add further complexity to the integration process. Thus, these issues make implementation of edge AI solutions at scale challenging.

The leading players in the market are competing with diverse innovative offerings to remain competitive in the market. The above illustration shows the percentage of revenue shared by some of the leading companies in the market. The leading players of the market are adopting various strategies in order to cater demand coming from the different industries. The key developmental strategies in the market are Partnerships, Collaborations & Agreements.

Component Outlook

Based on component, the market is segmented into hardware, software, and services. The hardware segment garnered 56% revenue share in the market in 2023. This expansion was primarily the result of the increasing demand for sophisticated periphery devices that can process AI algorithms locally, thereby reducing latency and facilitating real-time decision-making, which is essential in industrial settings.

Hardware Outlook

The hardware segment is divided into edge devices, sensors, and gateways. The sensors segment witnessed 28% revenue share in the edge AI in industrial automation market in 2023. The expanding segment reflects the increasing need for accurate and reliable data collection across industrial environments. Sensors are fundamental in capturing data related to various parameters, such as temperature, pressure, vibration, and quality metrics, which serve as inputs for AI-driven automation processes.

Software Outlook

The software segment is further fragmented into edge platforms, AI algorithms, and machine learning models. The AI algorithms segment procured 30% revenue share in the edge AI in industrial automation market in 2023. AI algorithms, tailored to specific industrial applications, are crucial for processing data collected by edge devices and sensors, enabling real-time insights and decision-making.

Services Outlook

The services segment is further segmented into deployment, integration, and consulting. The integration segment recorded 35% revenue share in the market in 2023. Many industrial facilities operate with legacy equipment not initially designed for AI compatibility, making the integration process complex. Specialized integration services help bridge the gap between new AI solutions and traditional systems, ensuring they work cohesively.

Solution Outlook

On the basis of solutions, the market is classified into predictive maintenance, quality control & inspection, process optimization, anomaly detection, energy efficiency management, and others. The predictive maintenance segment witnessed 28% revenue share in the market in 2023. Predictive maintenance leverages real-time data processing and machine learning algorithms at the edge to continuously monitor the health of equipment and predict potential issues before they escalate into costly failures.

End Use Outlook

By end-use, the market is divided into manufacturing, energy & utilities, oil & gas, automotive, logistics & transportation, healthcare, and others. The energy & utilities segment garnered 19% revenue share in the market in 2023. Edge AI solutions are crucial in monitoring power generation equipment, analyzing energy consumption patterns, and predicting maintenance needs.

Deployment Type

Based on deployment type, the edge AI in industrial automation market is bifurcated into on-premise and cloud. The cloud segment acquired 44% revenue share in the edge AI in industrial automation market in 2023. Cloud-based solutions allow companies to access powerful computational resources without significant capital investment in hardware.

Organization Type Outlook

On the basis of organization type, the market is divided into large enterprises and small & medium enterprises. The large enterprises segment recorded 68% revenue share in the market in 2023. Large enterprises often have the financial capacity to implement cutting-edge AI solutions on a broad scale, which helps them achieve greater operational efficiency, reduce downtime, and enhance production quality.

Regional Outlook

Region-wise, the market is analyzed across North America, Europe, Asia Pacific, and LAMEA. The Europe segment procured 25% revenue share in the market in 2023. European countries have been at the forefront of implementing Industry 4.0 technologies to modernize their industrial processes, focusing on optimizing energy consumption and reducing carbon emissions.

Market Competition and Attributes

The Edge AI in the Industrial Automation market is highly competitive, characterized by rapid technological advancements and a focus on innovation. Key attributes include real-time processing, enhanced data privacy and security, and scalability across various devices. Integration with IoT is essential for smarter manufacturing and predictive maintenance. Companies emphasize partnerships and competitive pricing to attract a diverse customer base. The growing demand for cost-effective automation and customized solutions drives market growth and technological advancements within the industry.

Recent Strategies Deployed in the Market
  • Sep-2024: Oracle Corporation has launched new AI-powered features for Oracle Fusion Data Intelligence, introducing intelligent applications tailored for Human Capital Management and Supply Chain Management. These enhancements are designed to improve decision-making by delivering actionable insights and facilitating better data integration within organizations.
  • Sep-2024: Oracle has formed a partnership with Anduril Industries to integrate Anduril’s Lattice command and control platform with Oracle Cloud Infrastructure. This alliance is set to strengthen global defense capabilities, providing secure and scalable solutions for mission-critical operations from the datacenter to the tactical edge.
  • Sep-2024: Gorilla Technology Group Inc. has partnered with Lanner Electronics to establish a joint venture focused on manufacturing next-generation AI-enabled security convergence appliances in Thailand. This collaboration is designed to address global cybersecurity demands through a diverse product lineup, improving manufacturing efficiency, quality, and scalability.
  • Jul-2024: Adlink Technology, Inc. launched the AI Edge Server MEC-AI7400 series, designed for smart manufacturing to drive AI innovation and digital transformation. With flexible configurations and rapid delivery, it enhances production efficiency and responsiveness while integrating generative AI and digital twin technologies for future innovations.
  • Jun-2024: Adlink Technology, Inc. announced significant advancements in edge AI during COMPUTEX 2024, in partnership with NVIDIA, to enhance offerings in healthcare, smart manufacturing, and transportation. Notable product launches include the DLAP-211-Orin for smart parking solutions, the MLB-IGX for medical AI applications, and the EGX-MXM-AD2000 for enhanced AI graphics capabilities.
  • May-2024: Nutanix, Inc. announced AI partnerships and a new partner program at its. Next conference, focusing on enhancing generative AI applications through collaborations with NVIDIA and EnterpriseDB. The initiatives aim to simplify on-premises AI adoption while ensuring scalability, security, and efficiency.
List of Key Companies Profiled
  • Microsoft Corporation
  • IBM Corporation
  • Amazon Web Services, Inc. (Amazon.com, Inc.)
  • NVIDIA Corporation
  • Google LLC (Alphabet Inc.)
  • Synaptics Incorporated
  • Nutanix, Inc.
  • Adlink Technology, Inc.
  • Gorilla Technology Group Inc.
  • Oracle Corporation
Global Edge AI in Industrial Automation Market Report Segmentation

By Organization Size
  • Large Enterprises
  • Small & Medium Enterprises
By Deployment Type
  • On-premise
  • Cloud
By Component
  • Hardware
  • Edge Devices
  • Sensors
  • Gateways
  • Software
  • Edge Platforms
  • AI Algorithms
  • Machine Learning Models
  • Services
  • Deployment
  • Integration
  • Consulting
By End-Use
  • Manufacturing
  • Energy & Utilities
  • Oil & Gas
  • Automotive
  • Logistics & Transportation
  • Healthcare
  • Other End-Uses
By Solutions
  • Predictive Maintenance
  • Quality Control & Inspection
  • Process Optimization
  • Anomaly Detection
  • Energy Efficiency Management
  • Other Solutions
By Geography
  • North America
  • US
  • Canada
  • Mexico
  • Rest of North America
  • Europe
  • Germany
  • UK
  • France
  • Russia
  • Spain
  • Italy
  • Rest of Europe
  • Asia Pacific
  • China
  • Japan
  • India
  • South Korea
  • Singapore
  • Malaysia
  • Rest of Asia Pacific
  • LAMEA
  • Brazil
  • Argentina
  • UAE
  • Saudi Arabia
  • South Africa
  • Nigeria
  • Rest of LAMEA


Chapter 1. Market Scope & Methodology
1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
1.4.1 Global Edge AI in Industrial Automation Market, by Organization Size
1.4.2 Global Edge AI in Industrial Automation Market, by Deployment Type
1.4.3 Global Edge AI in Industrial Automation Market, by Component
1.4.4 Global Edge AI in Industrial Automation Market, by End-Use
1.4.5 Global Edge AI in Industrial Automation Market, by Solutions
1.4.6 Global Edge AI in Industrial Automation Market, by Geography
1.5 Methodology for the research
Chapter 2. Market at a Glance
2.1 Key Highlights
Chapter 3. Market Overview
3.1 Introduction
3.1.1 Overview
3.1.1.1 Market Composition and Scenario
3.2 Key Factors Impacting the Market
3.2.1 Market Drivers
3.2.2 Market Restraints
3.2.3 Market Opportunities
3.2.4 Market Challenges
Chapter 4. Competition Analysis - Global
4.1 KBV Cardinal Matrix
4.2 Recent Industry Wide Strategic Developments
4.2.1 Partnerships, Collaborations and Agreements
4.2.2 Product Launches and Product Expansions
4.2.3 Acquisition and Mergers
4.2.4 Geographical Expansion
4.3 Market Share Analysis, 2023
4.4 Top Winning Strategies
4.4.1 Key Leading Strategies: Percentage Distribution (2020-2024)
4.4.2 Key Strategic Move: (Partnerships, Collaborations & Agreements: 2020, May – 2024, Sep) Leading Players
4.5 Porter Five Forces Analysis
Chapter 5. Global Edge AI in Industrial Automation Market by Organization Size
5.1 Global Large Enterprises Market by Region
5.2 Global Small & Medium Enterprises Market by Region
Chapter 6. Global Edge AI in Industrial Automation Market by Deployment Type
6.1 Global On-premise Market by Region
6.2 Global Cloud Market by Region
Chapter 7. Global Edge AI in Industrial Automation Market by Component
7.1 Global Hardware Market by Region
7.2 Global Edge AI in Industrial Automation Market by Hardware Type
7.2.1 Global Edge Devices Market by Region
7.2.2 Global Sensors Market by Region
7.2.3 Global Gateways Market by Region
7.3 Global Software Market by Region
7.4 Global Edge AI in Industrial Automation Market by Software Type
7.4.1 Global Edge Platforms Market by Region
7.4.2 Global AI Algorithms Market by Region
7.4.3 Global Machine Learning Models Market by Region
7.5 Global Services Market by Region
7.6 Global Edge AI in Industrial Automation Market by Services Type
7.6.1 Global Deployment Market by Region
7.6.2 Global Integration Market by Region
7.6.3 Global Consulting Market by Region
Chapter 8. Global Edge AI in Industrial Automation Market by End-Use
8.1 Global Manufacturing Market by Region
8.2 Global Energy & Utilities Market by Region
8.3 Global Oil & Gas Market by Region
8.4 Global Automotive Market by Region
8.5 Global Logistics & Transportation Market by Region
8.6 Global Healthcare Market by Region
8.7 Global Other End-Uses Market by Region
Chapter 9. Global Edge AI in Industrial Automation Market by Solutions
9.1 Global Predictive Maintenance Market by Region
9.2 Global Quality Control & Inspection Market by Region
9.3 Global Process Optimization Market by Region
9.4 Global Anomaly Detection Market by Region
9.5 Global Energy Efficiency Management Market by Region
9.6 Global Other Solutions Market by Region
Chapter 10. Global Edge AI in Industrial Automation Market by Region
10.1 North America Edge AI in Industrial Automation Market
10.1.1 North America Edge AI in Industrial Automation Market by Organization Size
10.1.1.1 North America Large Enterprises Market by Region
10.1.1.2 North America Small & Medium Enterprises Market by Region
10.1.2 North America Edge AI in Industrial Automation Market by Deployment Type
10.1.2.1 North America On-premise Market by Region
10.1.2.2 North America Cloud Market by Region
10.1.3 North America Edge AI in Industrial Automation Market by Component
10.1.3.1 North America Hardware Market by Country
10.1.3.2 North America Edge AI in Industrial Automation Market by Hardware Type
10.1.3.2.1 North America Edge Devices Market by Country
10.1.3.2.2 North America Sensors Market by Country
10.1.3.2.3 North America Gateways Market by Country
10.1.3.3 North America Software Market by Country
10.1.3.4 North America Edge AI in Industrial Automation Market by Software Type
10.1.3.4.1 North America Edge Platforms Market by Country
10.1.3.4.2 North America AI Algorithms Market by Country
10.1.3.4.3 North America Machine Learning Models Market by Country
10.1.3.5 North America Services Market by Country
10.1.3.6 North America Edge AI in Industrial Automation Market by Services Type
10.1.3.6.1 North America Deployment Market by Country
10.1.3.6.2 North America Integration Market by Country
10.1.3.6.3 North America Consulting Market by Country
10.1.4 North America Edge AI in Industrial Automation Market by End-Use
10.1.4.1 North America Manufacturing Market by Country
10.1.4.2 North America Energy & Utilities Market by Country
10.1.4.3 North America Oil & Gas Market by Country
10.1.4.4 North America Automotive Market by Country
10.1.4.5 North America Logistics & Transportation Market by Country
10.1.4.6 North America Healthcare Market by Country
10.1.4.7 North America Other End-Uses Market by Country
10.1.5 North America Edge AI in Industrial Automation Market by Solutions
10.1.5.1 North America Predictive Maintenance Market by Country
10.1.5.2 North America Quality Control & Inspection Market by Country
10.1.5.3 North America Process Optimization Market by Country
10.1.5.4 North America Anomaly Detection Market by Country
10.1.5.5 North America Energy Efficiency Management Market by Country
10.1.5.6 North America Other Solutions Market by Country
10.1.6 North America Edge AI in Industrial Automation Market by Country
10.1.6.1 US Edge AI in Industrial Automation Market
10.1.6.1.1 US Edge AI in Industrial Automation Market by Organization Size
10.1.6.1.2 US Edge AI in Industrial Automation Market by Deployment Type
10.1.6.1.3 US Edge AI in Industrial Automation Market by Component
10.1.6.1.3.1 US Edge AI in Industrial Automation Market by Hardware Type
10.1.6.1.3.2 US Edge AI in Industrial Automation Market by Software Type
10.1.6.1.3.3 US Edge AI in Industrial Automation Market by Services Type
10.1.6.1.4 US Edge AI in Industrial Automation Market by End-Use
10.1.6.1.5 US Edge AI in Industrial Automation Market by Solutions
10.1.6.2 Canada Edge AI in Industrial Automation Market
10.1.6.2.1 Canada Edge AI in Industrial Automation Market by Organization Size
10.1.6.2.2 Canada Edge AI in Industrial Automation Market by Deployment Type
10.1.6.2.3 Canada Edge AI in Industrial Automation Market by Component
10.1.6.2.3.1 Canada Edge AI in Industrial Automation Market by Hardware Type
10.1.6.2.3.2 Canada Edge AI in Industrial Automation Market by Software Type
10.1.6.2.3.3 Canada Edge AI in Industrial Automation Market by Services Type
10.1.6.2.4 Canada Edge AI in Industrial Automation Market by End-Use
10.1.6.2.5 Canada Edge AI in Industrial Automation Market by Solutions
10.1.6.3 Mexico Edge AI in Industrial Automation Market
10.1.6.3.1 Mexico Edge AI in Industrial Automation Market by Organization Size
10.1.6.3.2 Mexico Edge AI in Industrial Automation Market by Deployment Type
10.1.6.3.3 Mexico Edge AI in Industrial Automation Market by Component
10.1.6.3.3.1 Mexico Edge AI in Industrial Automation Market by Hardware Type
10.1.6.3.3.2 Mexico Edge AI in Industrial Automation Market by Software Type
10.1.6.3.3.3 Mexico Edge AI in Industrial Automation Market by Services Type
10.1.6.3.4 Mexico Edge AI in Industrial Automation Market by End-Use
10.1.6.3.5 Mexico Edge AI in Industrial Automation Market by Solutions
10.1.6.4 Rest of North America Edge AI in Industrial Automation Market
10.1.6.4.1 Rest of North America Edge AI in Industrial Automation Market by Organization Size
10.1.6.4.2 Rest of North America Edge AI in Industrial Automation Market by Deployment Type
10.1.6.4.3 Rest of North America Edge AI in Industrial Automation Market by Component
10.1.6.4.3.1 Rest of North America Edge AI in Industrial Automation Market by Hardware Type
10.1.6.4.3.2 Rest of North America Edge AI in Industrial Automation Market by Software Type
10.1.6.4.3.3 Rest of North America Edge AI in Industrial Automation Market by Services Type
10.1.6.4.4 Rest of North America Edge AI in Industrial Automation Market by End-Use
10.1.6.4.5 Rest of North America Edge AI in Industrial Automation Market by Solutions
10.2 Europe Edge AI in Industrial Automation Market
10.2.1 Europe Edge AI in Industrial Automation Market by Organization Size
10.2.1.1 Europe Large Enterprises Market by Country
10.2.1.2 Europe Small & Medium Enterprises Market by Country
10.2.2 Europe Edge AI in Industrial Automation Market by Deployment Type
10.2.2.1 Europe On-premise Market by Country
10.2.2.2 Europe Cloud Market by Country
10.2.3 Europe Edge AI in Industrial Automation Market by Component
10.2.3.1 Europe Hardware Market by Country
10.2.3.2 Europe Edge AI in Industrial Automation Market by Hardware Type
10.2.3.2.1 Europe Edge Devices Market by Country
10.2.3.2.2 Europe Sensors Market by Country
10.2.3.2.3 Europe Gateways Market by Country
10.2.3.3 Europe Software Market by Country
10.2.3.4 Europe Edge AI in Industrial Automation Market by Software Type
10.2.3.4.1 Europe Edge Platforms Market by Country
10.2.3.4.2 Europe AI Algorithms Market by Country
10.2.3.4.3 Europe Machine Learning Models Market by Country
10.2.3.5 Europe Services Market by Country
10.2.3.6 Europe Edge AI in Industrial Automation Market by Services Type
10.2.3.6.1 Europe Deployment Market by Country
10.2.3.6.2 Europe Integration Market by Country
10.2.3.6.3 Europe Consulting Market by Country
10.2.4 Europe Edge AI in Industrial Automation Market by End-Use
10.2.4.1 Europe Manufacturing Market by Country
10.2.4.2 Europe Energy & Utilities Market by Country
10.2.4.3 Europe Oil & Gas Market by Country
10.2.4.4 Europe Automotive Market by Country
10.2.4.5 Europe Logistics & Transportation Market by Country
10.2.4.6 Europe Healthcare Market by Country
10.2.4.7 Europe Other End-Uses Market by Country
10.2.5 Europe Edge AI in Industrial Automation Market by Solutions
10.2.5.1 Europe Predictive Maintenance Market by Country
10.2.5.2 Europe Quality Control & Inspection Market by Country
10.2.5.3 Europe Process Optimization Market by Country
10.2.5.4 Europe Anomaly Detection Market by Country
10.2.5.5 Europe Energy Efficiency Management Market by Country
10.2.5.6 Europe Other Solutions Market by Country
10.2.6 Europe Edge AI in Industrial Automation Market by Country
10.2.6.1 Germany Edge AI in Industrial Automation Market
10.2.6.1.1 Germany Edge AI in Industrial Automation Market by Organization Size
10.2.6.1.2 Germany Edge AI in Industrial Automation Market by Deployment Type
10.2.6.1.3 Germany Edge AI in Industrial Automation Market by Component
10.2.6.1.3.1 Germany Edge AI in Industrial Automation Market by Hardware Type
10.2.6.1.3.2 Germany Edge AI in Industrial Automation Market by Software Type
10.2.6.1.3.3 Germany Edge AI in Industrial Automation Market by Services Type
10.2.6.1.4 Germany Edge AI in Industrial Automation Market by End-Use
10.2.6.1.5 Germany Edge AI in Industrial Automation Market by Solutions
10.2.6.2 UK Edge AI in Industrial Automation Market
10.2.6.2.1 UK Edge AI in Industrial Automation Market by Organization Size
10.2.6.2.2 UK Edge AI in Industrial Automation Market by Deployment Type
10.2.6.2.3 UK Edge AI in Industrial Automation Market by Component
10.2.6.2.3.1 UK Edge AI in Industrial Automation Market by Hardware Type
10.2.6.2.3.2 UK Edge AI in Industrial Automation Market by Software Type
10.2.6.2.3.3 UK Edge AI in Industrial Automation Market by Services Type
10.2.6.2.4 UK Edge AI in Industrial Automation Market by End-Use
10.2.6.2.5 UK Edge AI in Industrial Automation Market by Solutions
10.2.6.3 France Edge AI in Industrial Automation Market
10.2.6.3.1 France Edge AI in Industrial Automation Market by Organization Size
10.2.6.3.2 France Edge AI in Industrial Automation Market by Deployment Type
10.2.6.3.3 France Edge AI in Industrial Automation Market by Component
10.2.6.3.3.1 France Edge AI in Industrial Automation Market by Hardware Type
10.2.6.3.3.2 France Edge AI in Industrial Automation Market by Software Type
10.2.6.3.3.3 France Edge AI in Industrial Automation Market by Services Type
10.2.6.3.4 France Edge AI in Industrial Automation Market by End-Use
10.2.6.3.5 France Edge AI in Industrial Automation Market by Solutions
10.2.6.4 Russia Edge AI in Industrial Automation Market
10.2.6.4.1 Russia Edge AI in Industrial Automation Market by Organization Size
10.2.6.4.2 Russia Edge AI in Industrial Automation Market by Deployment Type
10.2.6.4.3 Russia Edge AI in Industrial Automation Market by Component
10.2.6.4.3.1 Russia Edge AI in Industrial Automation Market by Hardware Type
10.2.6.4.3.2 Russia Edge AI in Industrial Automation Market by Software Type
10.2.6.4.3.3 Russia Edge AI in Industrial Automation Market by Services Type
10.2.6.4.4 Russia Edge AI in Industrial Automation Market by End-Use
10.2.6.4.5 Russia Edge AI in Industrial Automation Market by Solutions
10.2.6.5 Spain Edge AI in Industrial Automation Market
10.2.6.5.1 Spain Edge AI in Industrial Automation Market by Organization Size
10.2.6.5.2 Spain Edge AI in Industrial Automation Market by Deployment Type
10.2.6.5.3 Spain Edge AI in Industrial Automation Market by Component
10.2.6.5.3.1 Spain Edge AI in Industrial Automation Market by Hardware Type
10.2.6.5.3.2 Spain Edge AI in Industrial Automation Market by Software Type
10.2.6.5.3.3 Spain Edge AI in Industrial Automation Market by Services Type
10.2.6.5.4 Spain Edge AI in Industrial Automation Market by End-Use
10.2.6.5.5 Spain Edge AI in Industrial Automation Market by Solutions
10.2.6.6 Italy Edge AI in Industrial Automation Market
10.2.6.6.1 Italy Edge AI in Industrial Automation Market by Organization Size
10.2.6.6.2 Italy Edge AI in Industrial Automation Market by Deployment Type
10.2.6.6.3 Italy Edge AI in Industrial Automation Market by Component
10.2.6.6.3.1 Italy Edge AI in Industrial Automation Market by Hardware Type
10.2.6.6.3.2 Italy Edge AI in Industrial Automation Market by Software Type
10.2.6.6.3.3 Italy Edge AI in Industrial Automation Market by Services Type
10.2.6.6.4 Italy Edge AI in Industrial Automation Market by End-Use
10.2.6.6.5 Italy Edge AI in Industrial Automation Market by Solutions
10.2.6.7 Rest of Europe Edge AI in Industrial Automation Market
10.2.6.7.1 Rest of Europe Edge AI in Industrial Automation Market by Organization Size
10.2.6.7.2 Rest of Europe Edge AI in Industrial Automation Market by Deployment Type
10.2.6.7.3 Rest of Europe Edge AI in Industrial Automation Market by Component
10.2.6.7.3.1 Rest of Europe Edge AI in Industrial Automation Market by Hardware Type
10.2.6.7.3.2 Rest of Europe Edge AI in Industrial Automation Market by Software Type
10.2.6.7.3.3 Rest of Europe Edge AI in Industrial Automation Market by Services Type
10.2.6.7.4 Rest of Europe Edge AI in Industrial Automation Market by End-Use
10.2.6.7.5 Rest of Europe Edge AI in Industrial Automation Market by Solutions
10.3 Asia Pacific Edge AI in Industrial Automation Market
10.3.1 Asia Pacific Edge AI in Industrial Automation Market by Organization Size
10.3.1.1 Asia Pacific Large Enterprises Market by Country
10.3.1.2 Asia Pacific Small & Medium Enterprises Market by Country
10.3.2 Asia Pacific Edge AI in Industrial Automation Market by Deployment Type
10.3.2.1 Asia Pacific On-premise Market by Country
10.3.2.2 Asia Pacific Cloud Market by Country
10.3.3 Asia Pacific Edge AI in Industrial Automation Market by Component
10.3.3.1 Asia Pacific Hardware Market by Country
10.3.3.2 Asia Pacific Edge AI in Industrial Automation Market by Hardware Type
10.3.3.2.1 Asia Pacific Edge Devices Market by Country
10.3.3.2.2 Asia Pacific Sensors Market by Country
10.3.3.2.3 Asia Pacific Gateways Market by Country
10.3.3.3 Asia Pacific Software Market by Country
10.3.3.4 Asia Pacific Edge AI in Industrial Automation Market by Software Type
10.3.3.4.1 Asia Pacific Edge Platforms Market by Country
10.3.3.4.2 Asia Pacific AI Algorithms Market by Country
10.3.3.4.3 Asia Pacific Machine Learning Models Market by Country
10.3.3.5 Asia Pacific Services Market by Country
10.3.3.6 Asia Pacific Edge AI in Industrial Automation Market by Services Type
10.3.3.6.1 Asia Pacific Deployment Market by Country
10.3.3.6.2 Asia Pacific Integration Market by Country
10.3.3.6.3 Asia Pacific Consulting Market by Country
10.3.4 Asia Pacific Edge AI in Industrial Automation Market by End-Use
10.3.4.1 Asia Pacific Manufacturing Market by Country
10.3.4.2 Asia Pacific Energy & Utilities Market by Country
10.3.4.3 Asia Pacific Oil & Gas Market by Country
10.3.4.4 Asia Pacific Automotive Market by Country
10.3.4.5 Asia Pacific Logistics & Transportation Market by Country
10.3.4.6 Asia Pacific Healthcare Market by Country
10.3.4.7 Asia Pacific Other End-Uses Market by Country
10.3.5 Asia Pacific Edge AI in Industrial Automation Market by Solutions
10.3.5.1 Asia Pacific Predictive Maintenance Market by Country
10.3.5.2 Asia Pacific Quality Control & Inspection Market by Country
10.3.5.3 Asia Pacific Process Optimization Market by Country
10.3.5.4 Asia Pacific Anomaly Detection Market by Country
10.3.5.5 Asia Pacific Energy Efficiency Management Market by Country
10.3.5.6 Asia Pacific Other Solutions Market by Country
10.3.6 Asia Pacific Edge AI in Industrial Automation Market by Country
10.3.6.1 China Edge AI in Industrial Automation Market
10.3.6.1.1 China Edge AI in Industrial Automation Market by Organization Size
10.3.6.1.2 China Edge AI in Industrial Automation Market by Deployment Type
10.3.6.1.3 China Edge AI in Industrial Automation Market by Component
10.3.6.1.3.1 China Edge AI in Industrial Automation Market by Hardware Type
10.3.6.1.3.2 China Edge AI in Industrial Automation Market by Software Type
10.3.6.1.3.3 China Edge AI in Industrial Automation Market by Services Type
10.3.6.1.4 China Edge AI in Industrial Automation Market by End-Use
10.3.6.1.5 China Edge AI in Industrial Automation Market by Solutions
10.3.6.2 Japan Edge AI in Industrial Automation Market
10.3.6.2.1 Japan Edge AI in Industrial Automation Market by Organization Size
10.3.6.2.2 Japan Edge AI in Industrial Automation Market by Deployment Type
10.3.6.2.3 Japan Edge AI in Industrial Automation Market by Component
10.3.6.2.3.1 Japan Edge AI in Industrial Automation Market by Hardware Type
10.3.6.2.3.2 Japan Edge AI in Industrial Automation Market by Software Type
10.3.6.2.3.3 Japan Edge AI in Industrial Automation Market by Services Type
10.3.6.2.4 Japan Edge AI in Industrial Automation Market by End-Use
10.3.6.2.5 Japan Edge AI in Industrial Automation Market by Solutions
10.3.6.3 India Edge AI in Industrial Automation Market
10.3.6.3.1 India Edge AI in Industrial Automation Market by Organization Size
10.3.6.3.2 India Edge AI in Industrial Automation Market by Deployment Type
10.3.6.3.3 India Edge AI in Industrial Automation Market by Component
10.3.6.3.3.1 India Edge AI in Industrial Automation Market by Hardware Type
10.3.6.3.3.2 India Edge AI in Industrial Automation Market by Software Type
10.3.6.3.3.3 India Edge AI in Industrial Automation Market by Services Type
10.3.6.3.4 India Edge AI in Industrial Automation Market by End-Use
10.3.6.3.5 India Edge AI in Industrial Automation Market by Solutions
10.3.6.4 South Korea Edge AI in Industrial Automation Market
10.3.6.4.1 South Korea Edge AI in Industrial Automation Market by Organization Size
10.3.6.4.2 South Korea Edge AI in Industrial Automation Market by Deployment Type
10.3.6.4.3 South Korea Edge AI in Industrial Automation Market by Component
10.3.6.4.3.1 South Korea Edge AI in Industrial Automation Market by Hardware Type
10.3.6.4.3.2 South Korea Edge AI in Industrial Automation Market by Software Type
10.3.6.4.3.3 South Korea Edge AI in Industrial Automation Market by Services Type
10.3.6.4.4 South Korea Edge AI in Industrial Automation Market by End-Use
10.3.6.4.5 South Korea Edge AI in Industrial Automation Market by Solutions
10.3.6.5 Singapore Edge AI in Industrial Automation Market
10.3.6.5.1 Singapore Edge AI in Industrial Automation Market by Organization Size
10.3.6.5.2 Singapore Edge AI in Industrial Automation Market by Deployment Type
10.3.6.5.3 Singapore Edge AI in Industrial Automation Market by Component
10.3.6.5.3.1 Singapore Edge AI in Industrial Automation Market by Hardware Type
10.3.6.5.3.2 Singapore Edge AI in Industrial Automation Market by Software Type
10.3.6.5.3.3 Singapore Edge AI in Industrial Automation Market by Services Type
10.3.6.5.4 Singapore Edge AI in Industrial Automation Market by End-Use
10.3.6.5.5 Singapore Edge AI in Industrial Automation Market by Solutions
10.3.6.6 Malaysia Edge AI in Industrial Automation Market
10.3.6.6.1 Malaysia Edge AI in Industrial Automation Market by Organization Size
10.3.6.6.2 Malaysia Edge AI in Industrial Automation Market by Deployment Type
10.3.6.6.3 Malaysia Edge AI in Industrial Automation Market by Component
10.3.6.6.3.1 Malaysia Edge AI in Industrial Automation Market by Hardware Type
10.3.6.6.3.2 Malaysia Edge AI in Industrial Automation Market by Software Type
10.3.6.6.3.3 Malaysia Edge AI in Industrial Automation Market by Services Type
10.3.6.6.4 Malaysia Edge AI in Industrial Automation Market by End-Use
10.3.6.6.5 Malaysia Edge AI in Industrial Automation Market by Solutions
10.3.6.7 Rest of Asia Pacific Edge AI in Industrial Automation Market
10.3.6.7.1 Rest of Asia Pacific Edge AI in Industrial Automation Market by Organization Size
10.3.6.7.2 Rest of Asia Pacific Edge AI in Industrial Automation Market by Deployment Type
10.3.6.7.3 Rest of Asia Pacific Edge AI in Industrial Automation Market by Component
10.3.6.7.3.1 Rest of Asia Pacific Edge AI in Industrial Automation Market by Hardware Type
10.3.6.7.3.2 Rest of Asia Pacific Edge AI in Industrial Automation Market by Software Type
10.3.6.7.3.3 Rest of Asia Pacific Edge AI in Industrial Automation Market by Services Type
10.3.6.7.4 Rest of Asia Pacific Edge AI in Industrial Automation Market by End-Use
10.3.6.7.5 Rest of Asia Pacific Edge AI in Industrial Automation Market by Solutions
10.4 LAMEA Edge AI in Industrial Automation Market
10.4.1 LAMEA Edge AI in Industrial Automation Market by Organization Size
10.4.1.1 LAMEA Large Enterprises Market by Country
10.4.1.2 LAMEA Small & Medium Enterprises Market by Country
10.4.2 LAMEA Edge AI in Industrial Automation Market by Deployment Type
10.4.2.1 LAMEA On-premise Market by Country
10.4.2.2 LAMEA Cloud Market by Country
10.4.3 LAMEA Edge AI in Industrial Automation Market by Component
10.4.3.1 LAMEA Hardware Market by Country
10.4.3.2 LAMEA Edge AI in Industrial Automation Market by Hardware Type
10.4.3.2.1 LAMEA Edge Devices Market by Country
10.4.3.2.2 LAMEA Sensors Market by Country
10.4.3.2.3 LAMEA Gateways Market by Country
10.4.3.3 LAMEA Software Market by Country
10.4.3.4 LAMEA Edge AI in Industrial Automation Market by Software Type
10.4.3.4.1 LAMEA Edge Platforms Market by Country
10.4.3.4.2 LAMEA AI Algorithms Market by Country
10.4.3.4.3 LAMEA Machine Learning Models Market by Country
10.4.3.5 LAMEA Services Market by Country
10.4.3.6 LAMEA Edge AI in Industrial Automation Market by Services Type
10.4.3.6.1 LAMEA Deployment Market by Country
10.4.3.6.2 LAMEA Integration Market by Country
10.4.3.6.3 LAMEA Consulting Market by Country
10.4.4 LAMEA Edge AI in Industrial Automation Market by End-Use
10.4.4.1 LAMEA Manufacturing Market by Country
10.4.4.2 LAMEA Energy & Utilities Market by Country
10.4.4.3 LAMEA Oil & Gas Market by Country
10.4.4.4 LAMEA Automotive Market by Country
10.4.4.5 LAMEA Logistics & Transportation Market by Country
10.4.4.6 LAMEA Healthcare Market by Country
10.4.4.7 LAMEA Other End-Uses Market by Country
10.4.5 LAMEA Edge AI in Industrial Automation Market by Solutions
10.4.5.1 LAMEA Predictive Maintenance Market by Country
10.4.5.2 LAMEA Quality Control & Inspection Market by Country
10.4.5.3 LAMEA Process Optimization Market by Country
10.4.5.4 LAMEA Anomaly Detection Market by Country
10.4.5.5 LAMEA Energy Efficiency Management Market by Country
10.4.5.6 LAMEA Other Solutions Market by Country
10.4.6 LAMEA Edge AI in Industrial Automation Market by Country
10.4.6.1 Brazil Edge AI in Industrial Automation Market
10.4.6.1.1 Brazil Edge AI in Industrial Automation Market by Organization Size
10.4.6.1.2 Brazil Edge AI in Industrial Automation Market by Deployment Type
10.4.6.1.3 Brazil Edge AI in Industrial Automation Market by Component
10.4.6.1.3.1 Brazil Edge AI in Industrial Automation Market by Hardware Type
10.4.6.1.3.2 Brazil Edge AI in Industrial Automation Market by Software Type
10.4.6.1.3.3 Brazil Edge AI in Industrial Automation Market by Services Type
10.4.6.1.4 Brazil Edge AI in Industrial Automation Market by End-Use
10.4.6.1.5 Brazil Edge AI in Industrial Automation Market by Solutions
10.4.6.2 Argentina Edge AI in Industrial Automation Market
10.4.6.2.1 Argentina Edge AI in Industrial Automation Market by Organization Size
10.4.6.2.2 Argentina Edge AI in Industrial Automation Market by Deployment Type
10.4.6.2.3 Argentina Edge AI in Industrial Automation Market by Component
10.4.6.2.3.1 Argentina Edge AI in Industrial Automation Market by Hardware Type
10.4.6.2.3.2 Argentina Edge AI in Industrial Automation Market by Software Type
10.4.6.2.3.3 Argentina Edge AI in Industrial Automation Market by Services Type
10.4.6.2.4 Argentina Edge AI in Industrial Automation Market by End-Use
10.4.6.2.5 Argentina Edge AI in Industrial Automation Market by Solutions
10.4.6.3 UAE Edge AI in Industrial Automation Market
10.4.6.3.1 UAE Edge AI in Industrial Automation Market by Organization Size
10.4.6.3.2 UAE Edge AI in Industrial Automation Market by Deployment Type
10.4.6.3.3 UAE Edge AI in Industrial Automation Market by Component
10.4.6.3.3.1 UAE Edge AI in Industrial Automation Market by Hardware Type
10.4.6.3.3.2 UAE Edge AI in Industrial Automation Market by Software Type
10.4.6.3.3.3 UAE Edge AI in Industrial Automation Market by Services Type
10.4.6.3.4 UAE Edge AI in Industrial Automation Market by End-Use
10.4.6.3.5 UAE Edge AI in Industrial Automation Market by Solutions
10.4.6.4 Saudi Arabia Edge AI in Industrial Automation Market
10.4.6.4.1 Saudi Arabia Edge AI in Industrial Automation Market by Organization Size
10.4.6.4.2 Saudi Arabia Edge AI in Industrial Automation Market by Deployment Type
10.4.6.4.3 Saudi Arabia Edge AI in Industrial Automation Market by Component
10.4.6.4.3.1 Saudi Arabia Edge AI in Industrial Automation Market by Hardware Type
10.4.6.4.3.2 Saudi Arabia Edge AI in Industrial Automation Market by Software Type
10.4.6.4.3.3 Saudi Arabia Edge AI in Industrial Automation Market by Services Type
10.4.6.4.4 Saudi Arabia Edge AI in Industrial Automation Market by End-Use
10.4.6.4.5 Saudi Arabia Edge AI in Industrial Automation Market by Solutions
10.4.6.5 South Africa Edge AI in Industrial Automation Market
10.4.6.5.1 South Africa Edge AI in Industrial Automation Market by Organization Size
10.4.6.5.2 South Africa Edge AI in Industrial Automation Market by Deployment Type
10.4.6.5.3 South Africa Edge AI in Industrial Automation Market by Component
10.4.6.5.3.1 South Africa Edge AI in Industrial Automation Market by Hardware Type
10.4.6.5.3.2 South Africa Edge AI in Industrial Automation Market by Software Type
10.4.6.5.3.3 South Africa Edge AI in Industrial Automation Market by Services Type
10.4.6.5.4 South Africa Edge AI in Industrial Automation Market by End-Use
10.4.6.5.5 South Africa Edge AI in Industrial Automation Market by Solutions
10.4.6.6 Nigeria Edge AI in Industrial Automation Market
10.4.6.6.1 Nigeria Edge AI in Industrial Automation Market by Organization Size
10.4.6.6.2 Nigeria Edge AI in Industrial Automation Market by Deployment Type
10.4.6.6.3 Nigeria Edge AI in Industrial Automation Market by Component
10.4.6.6.3.1 Nigeria Edge AI in Industrial Automation Market by Hardware Type
10.4.6.6.3.2 Nigeria Edge AI in Industrial Automation Market by Software Type
10.4.6.6.3.3 Nigeria Edge AI in Industrial Automation Market by Services Type
10.4.6.6.4 Nigeria Edge AI in Industrial Automation Market by End-Use
10.4.6.6.5 Nigeria Edge AI in Industrial Automation Market by Solutions
10.4.6.7 Rest of LAMEA Edge AI in Industrial Automation Market
10.4.6.7.1 Rest of LAMEA Edge AI in Industrial Automation Market by Organization Size
10.4.6.7.2 Rest of LAMEA Edge AI in Industrial Automation Market by Deployment Type
10.4.6.7.3 Rest of LAMEA Edge AI in Industrial Automation Market by Component
10.4.6.7.3.1 Rest of LAMEA Edge AI in Industrial Automation Market by Hardware Type
10.4.6.7.3.2 Rest of LAMEA Edge AI in Industrial Automation Market by Software Type
10.4.6.7.3.3 Rest of LAMEA Edge AI in Industrial Automation Market by Services Type

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