Edge AI Software Market by Technology (Generative AI, Machine Learning (ML) (Supervised Learning, Reinforcement Learning), Natural Language Processing (NLP), Computer Vision), Data Modality (Spatial Data, Temporal Data) - Global Forecast to 2030

December 2024 | 345 pages | ID: E14EF00BC29FEN
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The Edge AI software market is projected to grow from USD 1.92 billion in 2024 to USD 7.19 billion by 2030, at a compound annual growth rate (CAGR) of 24.7% during the forecast period. The market is anticipated to grow due to Predictive maintenance powered by Edge AI is transforming industrial operations by enabling real-time monitoring and forecasting of equipment failures before they happen, Edge AI is enabling highly personalized experiences for consumers by processing data locally on devices like smartphones, wearables, and smart home systems and Smart grids and energy management systems are benefiting greatly from Edge AI’s ability to provide distributed intelligence. However, growth may be restrained by the complexity of deploying and managing machine learning models at the edge, the absence of standard protocols and interoperability between different Edge AI platforms, devices, and ecosystems can slow down adoption and the high initial investment required to build and scale Edge AI infrastructure can be prohibitive for some organizations.

“Edge AI Platform Solutions Leading the Market with Highest CAGR Growth”

Platform solutions are expected to register the highest CAGR growth in the Edge AI software market due to their ability to integrate diverse AI capabilities, streamline deployment, and support scalable applications across industries. These platforms enable seamless development, testing, and deployment of AI models on edge devices, reducing complexity and accelerating time-to-market. Future opportunities lie in leveraging these solutions for autonomous systems, advanced robotics, and distributed IoT ecosystems, where customizable platforms can address specific requirements for real-time analytics, data security, and interoperability, driving adoption across sectors like healthcare, automotive, and industrial automation.

“Predictive Maintenance and Robotics Automation Transforming Manufacturing with Edge AI”

During the forecast period, the manufacturing sector is anticipated to dominate the Edge AI software market, driven by its adoption for real-time quality control, predictive maintenance, and robotics automation. Edge AI enables manufacturers to process vast amounts of machine data locally, reducing latency and enhancing operational efficiency. Future opportunities include leveraging Edge AI for smart factory solutions, optimizing energy consumption, and enabling autonomous production lines. As manufacturers prioritize Industry 4.0 initiatives and demand localized intelligence for critical operations, the deployment of Edge AI software in this sector will continue to expand rapidly.

“Asia Pacific's rapid edge AI software market growth fueled by innovation and emerging technologies, while North America leads in market size”

Asia Pacific is projected to be the fastest-growing market for Edge AI software during the forecast period, driven by rapid industrialization, increasing adoption of IoT devices, and significant investments in smart city initiatives. The region's growing demand for localized data processing in sectors like manufacturing, retail, and telecommunications further boosts this trend. Meanwhile, North America holds the largest market share due to its early adoption of advanced technologies, strong presence of key players, and robust infrastructure supporting AI deployment. Future opportunities include expanding Edge AI applications in Asia Pacific’s emerging markets for autonomous systems and real-time analytics, while North America continues to innovate in areas like healthcare and defense with cutting-edge edge computing solutions.

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the Edge AI software market.
  • By Company: Tier I – 30%, Tier II – 40%, and Tier III – 30%
  • By Designation: C-Level Executives – 35%, D-Level Executives – 25%, and others – 40%
  • By Region: North America – 30%, Europe – 35%, Asia Pacific – 25%, Middle East & Africa – 5%, and Latin America – 5%
The report includes the study of key players offering edge AI software market. It profiles major vendors in the Edge AI software market. The major players in the Edge AI software market include Microsoft (US), IBM (US), Google (US), AWS (US), Nutanix (US), Synaptics (US), Gorilla Technologies (UK), Intel (US), VEEA (US), Infineon Technologies (German), Intent HQ (UK), Baidu (China), NVIDIA (US), Alibaba Group (Singapore), Bosch Global Software Technologies (India), Azion (US), Blaize (US), ClearBlade (US), Johnson Controls (US), Midokura (Japan), Latent AI (US), Axelera AI (Netherlands), Teraki (Germany), Ekkono (Sweden), Edge Impulse (US), Spectro Cloud (US), Barbara (Spain), Invision AI (US), Horizon Robotics (China), and Kneron (US).

Research coverage

This research report categorizes the Edge AI software Market By offering (Software [By Type and By Deployment mode] and Services [Professional services and Managed services]), By data Modality (Visual data, Auditory data, Textual data, Spatial data, Temporal data and Multi-modal data), By Technology (Generative AI and Other AI [Machine learning, Natural language processing, Computer vision and Others]), By End Uses (Manufacturing, Smart cities, BFSI, Healthcare & life sciences, Energy & utilities, Telecommunication, Retail, Automotive, Transportation & logistics, Consumer electronics & devices and Other end uses [IT & ITeS, Education and Agriculture]), and By Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the Edge AI software market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments associated with the Edge AI software market. Competitive analysis of upcoming startups in the Edge AI software market ecosystem is covered in this report.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall Edge AI software market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:
  • Analysis of key drivers (increasing number of intelligent applications, rising use of IoT applications, increasing adoption of 5G network technology, exponential growth of data volume and network traffic), restraints (Bandwidth limitations resulting from the need for continuous data transfer and limited availability of AI experts), opportunities (growing deployment of TinyML, rising demand of autonomous and connected vehicles, emergence of transformative applications in various fields), and challenges (Need for optimization of edge AI standards, complexity of integrating diverse systems and lack of hardware standards).
  • Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the Edge AI software market.
  • Market Development: Comprehensive information about lucrative markets – the report analyses the Edge AI software market across varied regions.
  • Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the Edge AI software market.
  • Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like Microsoft (US), IBM (US), Google (US), AWS (US), Nutanix (US), Synaptics (US), Gorilla Technologies (UK), Intel (US), VEEA (US), Infineon Technologies (Germany), Intent HQ (UK), Baidu (China), NVIDIA (US), Alibaba Group (Singapore), Bosch Global Software Technologies (India), Azion (US), Blaize (US), ClearBlade (US), Johnson Controls (US), Midokura (Japan), Latent AI (US), Axelera AI (Netherlands), Teraki (Germany), Ekkono (Sweden), Edge Impulse (US), Spectro Cloud (US), Barbara (Spain), Invision AI (US), Horizon Robotics (China), and Kneron (US), among others in the Edge AI software market. The report also helps stakeholders understand the pulse of the Edge AI software market and provides them with information on key market drivers, restraints, challenges, and opportunities.
1 INTRODUCTION

1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
  1.2.1 INCLUSIONS AND EXCLUSIONS
1.3 STUDY SCOPE
  1.3.1 MARKETS COVERED
  1.3.2 YEARS CONSIDERED
1.4 CURRENCY CONSIDERED
1.5 STAKEHOLDERS
1.6 SUMMARY OF CHANGES

2 RESEARCH METHODOLOGY

2.1 RESEARCH DATA
  2.1.1 SECONDARY DATA
  2.1.2 PRIMARY DATA
    2.1.2.1 Breakup of primary profiles
    2.1.2.2 Key industry insights
2.2 MARKET BREAKUP AND DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
  2.3.1 TOP-DOWN APPROACH
  2.3.2 BOTTOM-UP APPROACH
2.4 MARKET FORECAST
2.5 RESEARCH ASSUMPTIONS
2.6 RESEARCH LIMITATIONS

3 EXECUTIVE SUMMARY

4 PREMIUM INSIGHTS

4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN EDGE AI SOFTWARE MARKET
4.2 EDGE AI SOFTWARE MARKET, BY TOP THREE END USES
4.3 EDGE AI SOFTWARE MARKET IN NORTH AMERICA, BY TOP THREE DATA MODALITY TYPES AND END USES
4.4 EDGE AI SOFTWARE MARKET, BY REGION

5 MARKET OVERVIEW AND INDUSTRY TRENDS

5.1 INTRODUCTION
5.2 MARKET DYNAMICS
  5.2.1 DRIVERS
    5.2.1.1 Increasing number of intelligent applications
    5.2.1.2 Exponential growth of data volume and network traffic
    5.2.1.3 Rising use of IoT applications
    5.2.1.4 Increasing adoption of 5G network technology
  5.2.2 RESTRAINTS
    5.2.2.1 Bandwidth limitations resulting from need for continuous data transfer
    5.2.2.2 Limited availability of AI experts
  5.2.3 OPPORTUNITIES
    5.2.3.1 Growing deployment of TinyML
    5.2.3.2 Rising demand for autonomous and connected vehicles
    5.2.3.3 Emergence of transformative applications in various fields
  5.2.4 CHALLENGES
    5.2.4.1 Need for optimization of edge AI standards
    5.2.4.2 Complexity of integrating diverse systems
    5.2.4.3 Lack of hardware standards
5.3 IMPACT OF GENERATIVE AI ON EDGE AI SOFTWARE MARKET
  5.3.1 TOP USE CASES AND MARKET POTENTIAL
    5.3.1.1 Key use cases
      5.3.1.1.1 Real-time Data Processing and Analysis
      5.3.1.1.2 Predictive Maintenance
      5.3.1.1.3 Anomaly Detection
      5.3.1.1.4 Personalized User Experience
      5.3.1.1.5 Enhanced Security & Fraud Detection
      5.3.1.1.6 Scalable AI Models
5.4 EDGE AI SOFTWARE MARKET: EVOLUTION
5.5 ECOSYSTEM ANALYSIS
  5.5.1 PLATFORM PROVIDERS
  5.5.2 SDK PROVIDERS
  5.5.3 FRAMEWORK & TOOLKIT PROVIDERS
  5.5.4 SERVICE PROVIDERS
  5.5.5 TECHNOLOGY PARTNERS/INTEGRATORS
  5.5.6 END USERS
5.6 SUPPLY CHAIN ANALYSIS
5.7 INVESTMENT AND FUNDING SCENARIO
5.8 CASE STUDY ANALYSIS
  5.8.1 CASE STUDY 1: LEVERAGING EDGE AI AND GEOSPATIAL ANALYTICS FOR ENHANCED RESPONSE AND RECOVERY
  5.8.2 CASE STUDY 2: FACILITATING PREDICTIVE MAINTENANCE AND COST SAVINGS FOR PRINT SHOP
  5.8.3 CASE STUDY 3: TRANSFORMING POWER DISTRIBUTION BY LEVERAGING EDGE AI IN VIRTUALIZED SUBSTATIONS
  5.8.4 CASE STUDY 4: REVOLUTIONIZING INDUSTRIAL MONITORING WITH EKKONO'S EDGE AI VIRTUAL SENSORS
  5.8.5 CASE STUDY 5: TRANSFORMING WAREHOUSE EFFICIENCY WITH AUTONOMOUS AI-DRIVEN INVENTORY MONITORING SOLUTIONS
5.9 TECHNOLOGY ANALYSIS
  5.9.1 KEY TECHNOLOGIES
    5.9.1.1 Edge computing
    5.9.1.2 Machine Learning (ML)
    5.9.1.3 Computer vision
    5.9.1.4 Natural Language Processing (NLP)
  5.9.2 COMPLEMENTARY TECHNOLOGIES
    5.9.2.1 Federated technologies
    5.9.2.2 Cloud computing
    5.9.2.3 Internet of Things (IoT)
  5.9.3 ADJACENT TECHNOLOGIES
    5.9.3.1 Big data analytics
    5.9.3.2 Digital twins
    5.9.3.3 Blockchain
5.10 REGULATORY LANDSCAPE
  5.10.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  5.10.2 REGIONAL REGULATIONS
    5.10.2.1 North America
      5.10.2.1.1 SCR 17: Artificial Intelligence Bill – California, US
      5.10.2.1.2 S1103: Artificial Intelligence Automated Decision Bill – Connecticut, US
      5.10.2.1.3 National Artificial Intelligence Initiative Act (NAIIA)
      5.10.2.1.4 Artificial Intelligence and Data Act (AIDA) – Canada
    5.10.2.2 Europe
      5.10.2.2.1 Artificial Intelligence Act (AIA) – European Union
      5.10.2.2.2 General Data Protection Regulation – European Union
    5.10.2.3 Asia Pacific
      5.10.2.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services – China
      5.10.2.3.2 National AI Strategy – Singapore
      5.10.2.3.3 Hiroshima AI Process Comprehensive Policy Framework – Japan
    5.10.2.4 Middle East & Africa
      5.10.2.4.1 National Strategy for Artificial Intelligence – UAE
      5.10.2.4.2 National Artificial Intelligence Strategy – Qatar
      5.10.2.4.3 AI Ethics Principles and Guidelines – Dubai, UAE
    5.10.2.5 Latin America
      5.10.2.5.1 Declaration of Santiago – Chile
      5.10.2.5.2 Brazilian Artificial Intelligence Strategy – Brazil
5.11 PATENT ANALYSIS
  5.11.1 METHODOLOGY
  5.11.2 PATENTS FILED, BY DOCUMENT TYPE
  5.11.3 INNOVATION AND PATENT APPLICATIONS
5.12 PRICING ANALYSIS
  5.12.1 INDICATIVE PRICING ANALYSIS OF EDGE AI SOFTWARE, BY DATA MODALITY
  5.12.2 INDICATIVE PRICING ANALYSIS OF EDGE AI SOFTWARE, BY OFFERING
5.13 KEY CONFERENCES AND EVENTS, 2024–2025
5.14 PORTER’S FIVE FORCES ANALYSIS
  5.14.1 THREAT OF NEW ENTRANTS
  5.14.2 THREAT OF SUBSTITUTES
  5.14.3 BARGAINING POWER OF SUPPLIERS
  5.14.4 BARGAINING POWER OF BUYERS
  5.14.5 INTENSITY OF COMPETITIVE RIVALRY
5.15 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
  5.15.1 KEY TRENDS/DISRUPTIONS IMPACTING BUSINESS MODELS
5.16 KEY STAKEHOLDERS & BUYING CRITERIA
  5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS
  5.16.2 BUYING CRITERIA

6 EDGE AI SOFTWARE MARKET, BY OFFERING

6.1 INTRODUCTION
  6.1.1 DRIVERS: EDGE AI SOFTWARE MARKET, BY OFFERING
6.2 SOFTWARE
  6.2.1 RISING DEMAND ACROSS DIVERSE INDUSTRIES TO BOOST MARKET
  6.2.2 BY TYPE
    6.2.2.1 Platforms
    6.2.2.2 Software development kits (SDKs)
    6.2.2.3 Frameworks & toolkits
  6.2.3 BY DEPLOYMENT MODE
    6.2.3.1 Cloud
    6.2.3.2 On-premises
6.3 SERVICES
  6.3.1 RISING DEMAND FOR IMPLEMENTATION AND MAINTENANCE SUPPORT TO DRIVE MARKET
  6.3.2 PROFESSIONAL SERVICES
    6.3.2.1 Training & consulting
    6.3.2.2 System integration & testing
    6.3.2.3 Support & maintenance
  6.3.3 MANAGED SERVICES

7 EDGE AI SOFTWARE MARKET, BY DATA MODALITY

7.1 INTRODUCTION
  7.1.1 DRIVERS: EDGE AI SOFTWARE MARKET, BY DATA MODALITY
7.2 VISUAL DATA
  7.2.1 NEED FOR QUICK DECISION-MAKING TO DRIVE DEMAND
  7.2.2 IMAGE DATA
  7.2.3 VIDEO DATA
7.3 AUDITORY DATA
  7.3.1 INCREASING REQUIREMENT FOR SPEEDY RECOGNITION OF AUDITORY SIGNALS TO BOOST MARKET
  7.3.2 AUDIO DATA
  7.3.3 AUDIO SENSOR DATA
7.4 TEXTUAL DATA
  7.4.1 NEED FOR QUICK RESPONSE TO TEXT DATA TO DRIVE MARKET
  7.4.2 STRUCTURED TEXT DATA
  7.4.3 UNSTRUCTURED TEXT DATA
  7.4.4 SEMI-STRUCTURED TEXT DATA
7.5 SPATIAL DATA
  7.5.1 GROWING ADOPTION OF LOCATION-BASED APPLICATIONS TO PROPEL MARKET
  7.5.2 GEOSPATIAL DATA
  7.5.3 LOCATION SENSON DATA
7.6 TEMPORAL DATA
  7.6.1 RISING REQUIREMENT FOR PREDICTIVE MAINTENANCE TO BOOST MARKET
  7.6.2 TIME-SERIES DATA
  7.6.3 ENVIRONMENTAL SENSOR DATA
7.7 MULTIMODAL DATA
  7.7.1 INCREASING NEED TO COMBINE INFORMATION FROM VARIOUS SOURCES TO DRIVE DEMAND
  7.7.2 MULTIMODAL FUSION
  7.7.3 CROSS-MODAL FUSION

8 EDGE AI SOFTWARE MARKET, BY TECHNOLOGY

8.1 INTRODUCTION
  8.1.1 DRIVERS: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY
8.2 GENERATIVE AI
  8.2.1 INCREASING NEED FOR CONTENT CREATION AT LOCAL LEVEL TO DRIVE MARKET
8.3 OTHER AI
  8.3.1 ABILITY TO FACILITATE QUICK DECISION-MAKING TO DRIVE DEMAND
  8.3.2 MACHINE LEARNING
    8.3.2.1 Supervised learning
    8.3.2.2 Unsupervised learning
    8.3.2.3 Reinforcement learning
  8.3.3 NATURAL LANGUAGE PROCESSING
  8.3.4 COMPUTER VISION
  8.3.5 OTHER TECHNOLOGIES

9 EDGE AI SOFTWARE MARKET, BY END USE

9.1 INTRODUCTION
  9.1.1 DRIVERS: EDGE AI SOFTWARE MARKET, BY END USE
9.2 MANUFACTURING
  9.2.1 ABILITY TO ENHANCE OVERALL PRODUCTIVITY TO DRIVE MARKET
  9.2.2 INDUSTRIAL AUTOMATION
  9.2.3 PREDICTIVE MAINTENANCE
  9.2.4 QUALITY CONTROL
  9.2.5 YIELD OPTIMIZATION
  9.2.6 CONDITION & PRECISION MONITORING
9.3 HEALTHCARE & LIFE SCIENCES
  9.3.1 NEED FOR QUICK DATA ANALYSIS TO BOOST DEMAND
  9.3.2 REMOTE PATIENT MONITORING
  9.3.3 MEDICAL IMAGING
  9.3.4 HOSPITAL MANAGEMENT SYSTEMS
  9.3.5 REAL-TIME HEALTH DATA ANALYTICS
  9.3.6 PERSONALIZED MEDICINE
9.4 ENERGY & UTILITIES
  9.4.1 GROWING ADOPTION TO IMPROVE OPERATIONAL EFFICIENCY TO FUEL MARKET
  9.4.2 SMART GRIDS
  9.4.3 RENEWABLE ENERGY MANAGEMENT
  9.4.4 ASSET MONITORING & OPTIMIZATION
  9.4.5 ENERGY DISTRIBUTION AUTOMATION
  9.4.6 PREDICTIVE ENERGY DEMAND FORECASTING
9.5 TELECOMMUNICATION
  9.5.1 NEED TO OPTIMIZE NETWORK PERFORMANCE TO DRIVE DEMAND
  9.5.2 5G INFRASTRUCTURE
  9.5.3 REAL-TIME NETWORK MONITORING
  9.5.4 SUBSCRIBER DATA ANALYTICS
  9.5.5 AUTOMATED CALL ROUTING
9.6 RETAIL
  9.6.1 INCREASING DEMAND FOR PERSONALIZED SHOPPING EXPERIENCES TO DRIVE MARKET
  9.6.2 IN-STORE ANALYTICS
  9.6.3 SMART CHECKOUTS
  9.6.4 CUSTOMER BEHAVIOR ANALYSIS
  9.6.5 INVENTORY MANAGEMENT
  9.6.6 PERSONALIZED PROMOTIONS & OFFERS
9.7 AUTOMOTIVE
  9.7.1 INCREASING DEMAND FOR CONNECTED VEHICLES TO DRIVE MARKET
  9.7.2 AUTONOMOUS AND SEMI-AUTONOMOUS VEHICLES
  9.7.3 ADVANCED DRIVER-ASSISTANCE SYSTEMS (ADAS)
  9.7.4 DRIVER MONITORING SYSTEMS
  9.7.5 IN-VEHICLE INFOTAINMENT SYSTEMS
9.8 TRANSPORTATION & LOGISTICS
  9.8.1 ABILITY TO STREAMLINE OPERATIONS TO FUEL DEMAND
  9.8.2 FLEET MANAGEMENT
  9.8.3 ROUTE OPTIMIZATION
  9.8.4 LOGISTICS AUTOMATION
  9.8.5 TRAFFIC PATTERN ANALYSIS
  9.8.6 SUPPLY CHAIN OPTIMIZATION
9.9 SMART CITIES
  9.9.1 GROWING PRESSURE ON INFRASTRUCTURE AND PUBLIC SERVICES TO DRIVE DEMAND
  9.9.2 TRAFFIC MANAGEMENT
  9.9.3 WASTE MANAGEMENT
  9.9.4 ENVIRONMENTAL MONITORING
  9.9.5 SURVEILLANCE & SECURITY
  9.9.6 EMERGENCY RESPONSE SYSTEMS
9.10 BFSI
  9.10.1 RISING REQUIREMENT FOR FRAUD DETECTION AND PREVENTION TO PROPEL MARKET
  9.10.2 FRAUD DETECTION & PREVENTION
  9.10.3 AUTOMATED TRADING SYSTEMS
  9.10.4 CUSTOMER SENTIMENT ANALYSIS
  9.10.5 COMPLIANCE & REGULATORY REPORTING
9.11 CONSUMER ELECTRONICS & DEVICES
  9.11.1 INCREASING DEMAND FOR FASTER RESPONSE TIMES TO FUEL MARKET
  9.11.2 SMARTPHONES & TABLETS
  9.11.3 WEARABLE DEVICES
  9.11.4 SMART CAMERAS & SECURITY DEVICES
  9.11.5 AUGMENTED & VIRTUAL REALITY (AR/VR) HEADSETS
  9.11.6 CONSUMER DRONES
  9.11.7 HOME APPLIANCES
  9.11.8 OTHER DEVICES
9.12 OTHER END USES

10 EDGE AI SOFTWARE MARKET, BY REGION

10.1 INTRODUCTION
10.2 NORTH AMERICA
  10.2.1 DRIVERS: EDGE AI SOFTWARE MARKET IN NORTH AMERICA
  10.2.2 NORTH AMERICA: MACROECONOMIC OUTLOOK
  10.2.3 US
    10.2.3.1 Increasing government initiatives to propel market
  10.2.4 CANADA
    10.2.4.1 Collaborative efforts by government and private sector to drive market
10.3 EUROPE
  10.3.1 DRIVERS: EDGE AI SOFTWARE MARKET IN EUROPE
  10.3.2 EUROPE: MACROECONOMIC OUTLOOK
  10.3.3 UK
    10.3.3.1 Government support for research and development to fuel market
  10.3.4 FRANCE
    10.3.4.1 Increasing focus on real-time data processing to drive demand
  10.3.5 GERMANY
    10.3.5.1 Introduction of innovation hubs and collaborative platforms to boost market
  10.3.6 ITALY
    10.3.6.1 Rising focus on research activities to drive market
  10.3.7 SPAIN
    10.3.7.1 Government initiatives and private sector investments to drive market
  10.3.8 REST OF EUROPE
10.4 ASIA PACIFIC
  10.4.1 DRIVERS: EDGE AI SOFTWARE MARKET IN ASIA PACIFIC
  10.4.2 ASIA PACIFIC: MACROECONOMIC OUTLOOK
  10.4.3 CHINA
    10.4.3.1 Government support for AI-related research to drive market
  10.4.4 JAPAN
    10.4.4.1 Focus on infrastructure enhancement to boost demand
  10.4.5 INDIA
    10.4.5.1 Government focus on innovation to drive market
  10.4.6 AUSTRALIA & NEW ZEALAND
    10.4.6.1 Partnerships to leverage edge computing capabilities to boost demand
  10.4.7 ASEAN COUNTRIES
    10.4.7.1 Increasing government focus on responsible AI adoption to fuel market
  10.4.8 REST OF ASIA PACIFIC
10.5 MIDDLE EAST & AFRICA
  10.5.1 DRIVERS: EDGE AI SOFTWARE MARKET IN MIDDLE EAST & AFRICA
  10.5.2 MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK
  10.5.3 MIDDLE EAST
    10.5.3.1 Saudi Arabia
      10.5.3.1.1 Growing demand for real-time data processing to fuel market
    10.5.3.2 UAE
      10.5.3.2.1 Focus on digital transformation to drive demand
    10.5.3.3 Turkey
      10.5.3.3.1 Industry-academic research partnerships to boost market
    10.5.3.4 Qatar
      10.5.3.4.1 Increasing adoption of IoT devices to drive demand
    10.5.3.5 Rest of Middle East
  10.5.4 AFRICA
10.6 LATIN AMERICA
  10.6.1 DRIVERS: EDGE AI SOFTWARE MARKET IN LATIN AMERICA
  10.6.2 LATIN AMERICA: MACROECONOMIC OUTLOOK
  10.6.3 BRAZIL
    10.6.3.1 Rising adoption of edge computing across sectors to drive market
  10.6.4 MEXICO
    10.6.4.1 Government support for digital transformation to fuel market
  10.6.5 ARGENTINA
    10.6.5.1 Increasing investment in digital infrastructure to drive demand
  10.6.6 REST OF LATIN AMERICA

11 COMPETITIVE LANDSCAPE

11.1 OVERVIEW
11.2 KEY PLAYERS STRATEGIES/RIGHT TO WIN, 2023–2024
11.3 REVENUE ANALYSIS
11.4 MARKET SHARE ANALYSIS, 2023
  11.4.1 MARKET RANKING ANALYSIS
11.5 BRAND/PRODUCT COMPARISON
  11.5.1 BRAND/PRODUCT COMPARISON, BY OFFERING
  11.5.2 BRAND/PRODUCT COMPARISON, BY DATA MODALITY
11.6 COMPANY VALUATION AND FINANCIAL METRICS
11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023
  11.7.1 STARS
  11.7.2 EMERGING LEADERS
  11.7.3 PERVASIVE PLAYERS
  11.7.4 PARTICIPANTS
  11.7.5 COMPANY FOOTPRINT: KEY PLAYERS, 2023
    11.7.5.1 Company footprint
    11.7.5.2 Region footprint
    11.7.5.3 Offering footprint
    11.7.5.4 Technology footprint
    11.7.5.5 End use footprint
11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023
  11.8.1 PROGRESSIVE COMPANIES
  11.8.2 RESPONSIVE COMPANIES
  11.8.3 DYNAMIC COMPANIES
  11.8.4 STARTING BLOCKS
  11.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024
    11.8.5.1 Detailed list of key startups/SMEs
    11.8.5.2 Competitive benchmarking of key startups/SMEs
11.9 COMPETITIVE SCENARIO AND TRENDS
  11.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS
  11.9.2 DEALS

12 COMPANY PROFILES

12.1 INTRODUCTION
  12.1.1 MICROSOFT
    12.1.1.1 Business overview
    12.1.1.2 Products offered
    12.1.1.3 Recent developments
      12.1.1.3.1 Product launches and enhancements
      12.1.1.3.2 Deals
    12.1.1.4 MnM view
      12.1.1.4.1 Right to win
      12.1.1.4.2 Strategic choices
      12.1.1.4.3 Weaknesses and competitive threats
  12.1.2 IBM
    12.1.2.1 Business overview
    12.1.2.2 Products offered
    12.1.2.3 Recent developments
      12.1.2.3.1 Product launches and enhancements
      12.1.2.3.2 Deals
    12.1.2.4 MnM view
      12.1.2.4.1 Right to win
      12.1.2.4.2 Strategic choices
      12.1.2.4.3 Weaknesses and competitive threats
  12.1.3 GOOGLE
    12.1.3.1 Business overview
    12.1.3.2 Products offered
    12.1.3.3 Recent developments
      12.1.3.3.1 Product launches and enhancements
      12.1.3.3.2 Deals
    12.1.3.4 MnM view
      12.1.3.4.1 Right to win
      12.1.3.4.2 Strategic choices
      12.1.3.4.3 Weaknesses and competitive threats
  12.1.4 AWS
    12.1.4.1 Business overview
    12.1.4.2 Products offered
    12.1.4.3 Recent developments
      12.1.4.3.1 Product launches and enhancements
      12.1.4.3.2 Deals
    12.1.4.4 MnM view
      12.1.4.4.1 Right to win
      12.1.4.4.2 Strategic choices
      12.1.4.4.3 Weaknesses and competitive threats
  12.1.5 NUTANIX
    12.1.5.1 Business overview
    12.1.5.2 Products offered
    12.1.5.3 Recent developments
      12.1.5.3.1 Product launches and enhancements
      12.1.5.3.2 Deals
    12.1.5.4 MnM view
      12.1.5.4.1 Right to win
      12.1.5.4.2 Strategic choices
      12.1.5.4.3 Weaknesses and competitive threats
  12.1.6 SYNAPTICS
    12.1.6.1 Business overview
    12.1.6.2 Products offered
    12.1.6.3 Recent developments
      12.1.6.3.1 Product launches and enhancements
      12.1.6.3.2 Deals
  12.1.7 GORILLA TECHNOLOGIES
    12.1.7.1 Business overview
    12.1.7.2 Products offered
    12.1.7.3 Recent developments
      12.1.7.3.1 Deals
  12.1.8 INFINEON TECHNOLOGIES
    12.1.8.1 Business overview
    12.1.8.2 Products offered
    12.1.8.3 Recent developments
      12.1.8.3.1 Product launches and enhancements
      12.1.8.3.2 Deals
  12.1.9 INTEL
    12.1.9.1 Business overview
    12.1.9.2 Products offered
    12.1.9.3 Recent developments
      12.1.9.3.1 Product launches and enhancements
      12.1.9.3.2 Deals
  12.1.10 VEEA
    12.1.10.1 Business overview
    12.1.10.2 Products offered
    12.1.10.3 Recent developments
      12.1.10.3.1 Deals
12.2 OTHER PLAYERS
  12.2.1 INTENT HQ
  12.2.2 BAIDU
  12.2.3 NVIDIA
  12.2.4 ALIBABA CLOUD
  12.2.5 BOSCH GLOBAL SOFTWARE TECHNOLOGIES
  12.2.6 AZION
  12.2.7 BLAIZE
  12.2.8 CLEARBLADE
  12.2.9 JOHNSON CONTROLS
  12.2.10 MIDOKURA
12.3 STARTUP/SME PROFILES
  12.3.1 AXELERA AI
    12.3.1.1 Business overview
    12.3.1.2 Products offered
    12.3.1.3 Recent developments
      12.3.1.3.1 Deals
  12.3.2 EDGE IMPULSE
    12.3.2.1 Business overview
    12.3.2.2 Products offered
    12.3.2.3 Recent developments
      12.3.2.3.1 Deals
  12.3.3 LATENT AI
  12.3.4 TERAKI
  12.3.5 EKKONO
  12.3.6 SPECTRO CLOUD
  12.3.7 BARBARA
  12.3.8 INVISION AI
  12.3.9 HORIZON ROBOTICS
  12.3.10 KNERON

13 ADJACENT AND RELATED MARKETS

13.1 INTRODUCTION
13.2 EDGE COMPUTING MARKET - GLOBAL FORECAST TO 2029
  13.2.1 MARKET DEFINITION
  13.2.2 MARKET OVERVIEW
    13.2.2.1 Edge computing market, by component
    13.2.2.2 Edge computing market, by organization size
    13.2.2.3 Edge computing market, by application
    13.2.2.4 Edge computing market, by vertical
    13.2.2.5 Edge computing market, by region
13.3 ARTIFICIAL INTELLIGENCE (AI) MARKET - GLOBAL FORECAST TO 2030
  13.3.1 MARKET DEFINITION
  13.3.2 MARKET OVERVIEW
    13.3.2.1 Artificial intelligence market, by offering
    13.3.2.2 Artificial intelligence market, by technology
    13.3.2.3 Artificial intelligence market, by business function
    13.3.2.4 Artificial intelligence market, by vertical
    13.3.2.5 Artificial intelligence market, by region

14 APPENDIX

14.1 DISCUSSION GUIDE
14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
14.3 CUSTOMIZATION OPTIONS
14.4 RELATED REPORTS
14.5 AUTHOR DETAILS
TABLE 1 USD EXCHANGE RATE, 2019–2023
TABLE 2 KEY PARTICIPANTS IN PRIMARY INTERVIEWS
TABLE 3 FACTOR ANALYSIS
TABLE 4 EDGE AI SOFTWARE MARKET SIZE AND GROWTH RATE,

2019–2023 (USD MILLION, Y-O-Y)

TABLE 5 EDGE AI SOFTWARE MARKET SIZE AND GROWTH RATE,

2024–2030 (USD MILLION, Y-O-Y)

TABLE 6 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 7 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 8 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 9 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 10 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 11 EDGE AI SOFTWARE MARKET: PATENTS FILED, 2015–2024
TABLE 12 EDGE AI SOFTWARE-RELATED PATENTS, 2023–2024
TABLE 13 INDICATIVE PRICING ANALYSIS OF EDGE AI SOFTWARE, BY DATA MODALITY
TABLE 14 INDICATIVE PRICING ANALYSIS OF EDGE AI SOFTWARE, BY OFFERING
TABLE 15 EDGE AI SOFTWARE MARKET: KEY CONFERENCES & EVENTS, 2024–2025
TABLE 16 EDGE AI SOFTWARE MARKET: IMPACT OF PORTER’S FIVE FORCES
TABLE 17 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USES
TABLE 18 KEY BUYING CRITERIA FOR TOP THREE END USES
TABLE 19 EDGE AI SOFTWARE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 20 EDGE AI SOFTWARE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 21 SOFTWARE: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 22 SOFTWARE: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
TABLE 23 SOFTWARE: EDGE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
TABLE 24 SOFTWARE: EDGE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION)
TABLE 25 PLATFORMS: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 26 PLATFORMS: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 27 SOFTWARE DEVELOPMENT KITS: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 28 SOFTWARE DEVELOPMENT KITS: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 29 FRAMEWORKS & TOOLKITS: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 30 FRAMEWORKS & TOOLKITS: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 31 SOFTWARE: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2019–2023 (USD MILLION)

TABLE 32 SOFTWARE: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2024–2030 (USD MILLION)

TABLE 33 CLOUD: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 34 CLOUD: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
TABLE 35 ON-PREMISES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 36 ON-PREMISES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 37 EDGE AI SOFTWARE MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 38 EDGE AI SOFTWARE MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 39 SERVICES: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 40 SERVICES: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
TABLE 41 PROFESSIONAL SERVICES: EDGE AI SOFTWARE MARKET,

2019–2023 (USD MILLION)

TABLE 42 PROFESSIONAL SERVICES: EDGE AI SOFTWARE MARKET,

2024–2030 (USD MILLION)

TABLE 43 PROFESSIONAL SERVICES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 44 PROFESSIONAL SERVICES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 45 TRAINING & CONSULTING: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 46 TRAINING & CONSULTING: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 47 SYSTEM INTEGRATION & TESTING: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 48 SYSTEM INTEGRATION & TESTING: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
TABLE 49 SUPPORT & MAINTENANCE: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 50 SUPPORT & MAINTENANCE: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 51 MANAGED SERVICES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 52 MANAGED SERVICES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 53 EDGE AI SOFTWARE MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)
TABLE 54 EDGE AI SOFTWARE MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION)
TABLE 55 VISUAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 56 VISUAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 57 AUDITORY DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 58 AUDITORY DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 59 TEXTUAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 60 TEXTUAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 61 SPATIAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 62 SPATIAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 63 TEMPORAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 64 TEMPORAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 65 MULTIMODAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 66 MULTIMODAL DATA: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 67 EDGE AI SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)
TABLE 68 EDGE AI SOFTWARE MARKET, BY TECHNOLOGY, 2024–2030 (USD MILLION)
TABLE 69 GENERATIVE AI: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 70 GENERATIVE AI: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 71 OTHER AI: EDGE AI SOFTWARE MARKET, 2019–2023 (USD MILLION)
TABLE 72 OTHER AI: EDGE AI SOFTWARE MARKET, 2024–2030 (USD MILLION)
TABLE 73 OTHER AI: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 74 OTHER AI: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
TABLE 75 MACHINE LEARNING: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 76 MACHINE LEARNING: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 77 NATURAL LANGUAGE PROCESSING: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 78 NATURAL LANGUAGE PROCESSING: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
TABLE 79 COMPUTER VISION: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 80 COMPUTER VISION: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 81 OTHER TECHNOLOGIES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 82 OTHER TECHNOLOGIES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 83 EDGE AI SOFTWARE MARKET, BY END USE, 2019–2023 (USD MILLION)
TABLE 84 EDGE AI SOFTWARE MARKET, BY END USE, 2024–2030 (USD MILLION)
TABLE 85 MANUFACTURING: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 86 MANUFACTURING: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 87 HEALTHCARE & LIFE SCIENCES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 88 HEALTHCARE & LIFE SCIENCES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 89 ENERGY & UTILITIES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 90 ENERGY & UTILITIES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 91 TELECOMMUNICATION: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 92 TELECOMMUNICATION: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 93 RETAIL: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 94 RETAIL: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
TABLE 95 AUTOMOTIVE: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 96 AUTOMOTIVE: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 97 TRANSPORTATION & LOGISTICS: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 98 TRANSPORTATION & LOGISTICS: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 99 SMART CITIES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 100 SMART CITIES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 101 BFSI: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 102 BFSI: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
TABLE 103 CONSUMER ELECTRONICS & DEVICES: EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 104 CONSUMER ELECTRONICS & DEVICES: EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
TABLE 105 OTHER END USES: EDGE AI SOFTWARE MARKET, BY REGION,

2019–2023 (USD MILLION)

TABLE 106 OTHER END USES: EDGE AI SOFTWARE MARKET, BY REGION,

2024–2030 (USD MILLION)

TABLE 107 EDGE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 108 EDGE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)
TABLE 109 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY OFFERING,

2019–2023 (USD MILLION)

TABLE 110 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY OFFERING,

2024–2030 (USD MILLION)

TABLE 111 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2019–2023 (USD MILLION)

TABLE 112 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2024–2030 (USD MILLION)

TABLE 113 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2019–2023 (USD MILLION)

TABLE 114 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2024–2030 (USD MILLION)

TABLE 115 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY SERVICE,

2019–2023 (USD MILLION)

TABLE 116 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY SERVICE,

2024–2030 (USD MILLION)

TABLE 117 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)
TABLE 118 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)
TABLE 119 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)

TABLE 120 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2024–2030 (USD MILLION)

TABLE 121 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2019–2023 (USD MILLION)

TABLE 122 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2024–2030 (USD MILLION)

TABLE 123 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES, 2019–2023 (USD MILLION)
TABLE 124 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES, 2024–2030 (USD MILLION)
TABLE 125 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY END USE,

2019–2023 (USD MILLION)

TABLE 126 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY END USE,

2024–2030 (USD MILLION)

TABLE 127 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2019–2023 (USD MILLION)

TABLE 128 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2024–2030 (USD MILLION)

TABLE 129 EUROPE: EDGE AI SOFTWARE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 130 EUROPE: EDGE AI SOFTWARE MARKET, BY OFFERING, 2024–2030 (USD MILLION)
TABLE 131 EUROPE: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2019–2023 (USD MILLION)

TABLE 132 EUROPE: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2024–2030 (USD MILLION)

TABLE 133 EUROPE: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2019–2023 (USD MILLION)

TABLE 134 EUROPE: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2024–2030 (USD MILLION)

TABLE 135 EUROPE: EDGE AI SOFTWARE MARKET, BY SERVICE, 2019–2023 (USD MILLION)
TABLE 136 EUROPE: EDGE AI SOFTWARE MARKET, BY SERVICE, 2024–2030 (USD MILLION)
TABLE 137 EUROPE: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)

TABLE 138 EUROPE: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)

TABLE 139 EUROPE: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)

TABLE 140 EUROPE: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2024–2030 (USD MILLION)

TABLE 141 EUROPE: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2019–2023 (USD MILLION)

TABLE 142 EUROPE: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2024–2030 (USD MILLION)

TABLE 143 EUROPE: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES,

2019–2023 (USD MILLION)

TABLE 144 EUROPE: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES,

2024–2030 (USD MILLION)

TABLE 145 EUROPE: EDGE AI SOFTWARE MARKET, BY END USE, 2019–2023 (USD MILLION)
TABLE 146 EUROPE: EDGE AI SOFTWARE MARKET, BY END USE, 2024–2030 (USD MILLION)
TABLE 147 EUROPE: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
TABLE 148 EUROPE: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2024–2030 (USD MILLION)
TABLE 149 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY OFFERING,

2019–2023 (USD MILLION)

TABLE 150 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY OFFERING,

2024–2030 (USD MILLION)

TABLE 151 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2019–2023 (USD MILLION)

TABLE 152 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2024–2030 (USD MILLION)

TABLE 153 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2019–2023 (USD MILLION)

TABLE 154 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2024–2030 (USD MILLION)

TABLE 155 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY SERVICE,

2019–2023 (USD MILLION)

TABLE 156 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY SERVICE,

2024–2030 (USD MILLION)

TABLE 157 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)

TABLE 158 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)

TABLE 159 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)

TABLE 160 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2024–2030 (USD MILLION)

TABLE 161 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2019–2023 (USD MILLION)

TABLE 162 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2024–2030 (USD MILLION)

TABLE 163 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES,

2019–2023 (USD MILLION)

TABLE 164 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES,

2024–2030 (USD MILLION)

TABLE 165 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY END USE,

2019–2023 (USD MILLION)

TABLE 166 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY END USE,

2024–2030 (USD MILLION)

TABLE 167 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2019–2023 (USD MILLION)

TABLE 168 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2024–2030 (USD MILLION)

TABLE 169 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY OFFERING,

2019–2023 (USD MILLION)

TABLE 170 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY OFFERING,

2024–2030 (USD MILLION)

TABLE 171 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)
TABLE 172 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE, 2024–2030 (USD MILLION)
TABLE 173 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
TABLE 174 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)
TABLE 175 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SERVICE,

2019–2023 (USD MILLION)

TABLE 176 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SERVICE,

2024–2030 (USD MILLION)

TABLE 177 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)
TABLE 178 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)
TABLE 179 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)

TABLE 180 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2024–2030 (USD MILLION)

TABLE 181 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2019–2023 (USD MILLION)

TABLE 182 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2024–2030 (USD MILLION)

TABLE 183 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET,
BY OTHER AI TECHNOLOGIES, 2019–2023 (USD MILLION)
TABLE 184 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET,
BY OTHER AI TECHNOLOGIES, 2024–2030 (USD MILLION)
TABLE 185 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY END USE,

2019–2023 (USD MILLION)

TABLE 186 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY END USE,

2024–2030 (USD MILLION)

TABLE 187 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SUB-REGION,

2019–2023 (USD MILLION)

TABLE 188 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SUB-REGION,

2024–2030 (USD MILLION)

TABLE 189 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2019–2023 (USD MILLION)

TABLE 190 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2024–2030 (USD MILLION)

TABLE 191 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY OFFERING,

2019–2023 (USD MILLION)

TABLE 192 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY OFFERING,

2024–2030 (USD MILLION)

TABLE 193 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2019–2023 (USD MILLION)

TABLE 194 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY SOFTWARE TYPE,

2024–2030 (USD MILLION)

TABLE 195 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2019–2023 (USD MILLION)

TABLE 196 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY DEPLOYMENT MODE,

2024–2030 (USD MILLION)

TABLE 197 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY SERVICE,

2019–2023 (USD MILLION)

TABLE 198 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY SERVICE,

2024–2030 (USD MILLION)

TABLE 199 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)

TABLE 200 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)

TABLE 201 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)

TABLE 202 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY DATA MODALITY,

2024–2030 (USD MILLION)

TABLE 203 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2019–2023 (USD MILLION)

TABLE 204 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY TECHNOLOGY,

2024–2030 (USD MILLION)

TABLE 205 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES, 2019–2023 (USD MILLION)
TABLE 206 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY OTHER AI TECHNOLOGIES, 2024–2030 (USD MILLION)
TABLE 207 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY END USE,

2019–2023 (USD MILLION)

TABLE 208 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY END USE,

2024–2030 (USD MILLION)

TABLE 209 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2019–2023 (USD MILLION)

TABLE 210 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY,

2024–2030 (USD MILLION)

TABLE 211 OVERVIEW OF STRATEGIES ADOPTED BY KEY EDGE AI SOFTWARE
VENDORS, 2023–2024
TABLE 212 EDGE AI SOFTWARE MARKET: DEGREE OF COMPETITION
TABLE 213 EDGE AI SOFTWARE MARKET: REGION FOOTPRINT
TABLE 214 EDGE AI SOFTWARE MARKET: OFFERING FOOTPRINT
TABLE 215 EDGE AI SOFTWARE MARKET: TECHNOLOGY FOOTPRINT
TABLE 216 EDGE AI SOFTWARE MARKET: END USE FOOTPRINT
TABLE 217 EDGE AI SOFTWARE MARKET: KEY STARTUPS/SMES
TABLE 218 EDGE AI SOFTWARE MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES
TABLE 219 EDGE AI SOFTWARE MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2022– NOVEMBER 2024
TABLE 220 EDGE AI SOFTWARE MARKET: DEALS, JANUARY 2022–NOVEMBER 2024
TABLE 221 MICROSOFT: COMPANY OVERVIEW
TABLE 222 MICROSOFT: PRODUCTS OFFERED
TABLE 223 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 224 MICROSOFT: DEALS
TABLE 225 IBM: COMPANY OVERVIEW
TABLE 226 IBM: PRODUCTS OFFERED
TABLE 227 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 228 IBM: DEALS
TABLE 229 GOOGLE: COMPANY OVERVIEW
TABLE 230 GOOGLE: PRODUCTS OFFERED
TABLE 231 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 232 GOOGLE: DEALS
TABLE 233 AWS: COMPANY OVERVIEW
TABLE 234 AWS: PRODUCTS OFFERED
TABLE 235 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 236 AWS: DEALS
TABLE 237 NUTANIX: COMPANY OVERVIEW
TABLE 238 NUTANIX: PRODUCTS OFFERED
TABLE 239 NUTANIX: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 240 NUTANIX: DEALS
TABLE 241 SYNAPTICS: COMPANY OVERVIEW
TABLE 242 SYNAPTICS: PRODUCTS OFFERED
TABLE 243 SYNAPTICS: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 244 SYNAPTICS: DEALS
TABLE 245 GORILLA TECHNOLOGIES: COMPANY OVERVIEW
TABLE 246 GORILLA TECHNOLOGIES: PRODUCTS OFFERED
TABLE 247 GORILLA TECHNOLOGIES: DEALS
TABLE 248 INFINEON TECHNOLOGIES: COMPANY OVERVIEW
TABLE 249 INFINEON TECHNOLOGIES: PRODUCTS OFFERED
TABLE 250 INFINEON TECHNOLOGIES: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 251 INFINEON TECHNOLOGIES: DEALS
TABLE 252 INTEL: COMPANY OVERVIEW
TABLE 253 INTEL: PRODUCTS
TABLE 254 INTEL: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 255 INTEL: DEALS
TABLE 256 VEEA: COMPANY OVERVIEW
TABLE 257 VEEA: PRODUCTS OFFERED
TABLE 258 VEEA: DEALS
TABLE 259 AXELERA AI: COMPANY OVERVIEW
TABLE 260 AXELERA AI: PRODUCTS OFFERED
TABLE 261 AXELERA AI: DEALS
TABLE 262 EDGE IMPULSE: COMPANY OVERVIEW
TABLE 263 EDGE IMPULSE: PRODUCTS OFFERED
TABLE 264 EDGE IMPULSE: DEALS
TABLE 265 EDGE COMPUTING MARKET, BY COMPONENT, 2019–2023 (USD MILLION)
TABLE 266 EDGE COMPUTING MARKET, BY COMPONENT, 2024–2029 (USD MILLION)
TABLE 267 EDGE COMPUTING MARKET, BY ORGANIZATION SIZE, 2019–2023 (USD MILLION)
TABLE 268 EDGE COMPUTING MARKET, BY ORGANIZATION SIZE, 2024–2029 (USD MILLION)
TABLE 269 EDGE COMPUTING MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
TABLE 270 EDGE COMPUTING MARKET, BY APPLICATION, 2024–2029 (USD MILLION)
TABLE 271 EDGE COMPUTING MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
TABLE 272 EDGE COMPUTING MARKET, BY VERTICAL, 2024–2029 (USD MILLION)
TABLE 273 EDGE COMPUTING MARKET, BY REGION, 2019–2023 (USD MILLION)
TABLE 274 EDGE COMPUTING MARKET, BY REGION, 2024–2029 (USD MILLION)
TABLE 275 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019–2023 (USD MILLION)
TABLE 276 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024–2030 (USD BILLION)
TABLE 277 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019–2023 (USD BILLION)
TABLE 278 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024–2030 (USD BILLION)
TABLE 279 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,

2019–2023 (USD BILLION)

TABLE 280 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,

2024–2030 (USD BILLION)

TABLE 281 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019–2023 (USD BILLION)
TABLE 282 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024–2030 (USD BILLION)
TABLE 283 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019–2023 (USD BILLION)
TABLE 284 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024–2030 (USD BILLION)


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