Edge AI Software Market

Edge AI Software Market by Offering (Solutions (Standalone and Integrated) and Services), Data Type (Video & Image Data, Audio Data, Text & Language Data, Biometric Data, and Multi-modal Data), Vertical and Region - Global Forecast to 2028

Report Code: TC 6908 Nov, 2023, by marketsandmarkets.com

[330 Pages Report] The global Edge Al Software Market is projected to grow from USD 1.1 billion in 2023 to USD 4.1 billion by 2028, at a CAGR of 30.5% during the forecast period. The adoption of Edge AI software globally is being driven by several factors, including the increasing adoption of IoT devices, the need for real-time data processing, and the emergence of 5G networks. The market is expected to continue to grow as more organizations adopt edge computing and AI technologies to improve their operations and gain insights from data collected by edge devices. The growth of the Edge AI market is also driven by increased usage of social media and e-commerce platforms, integration of AI into edge ecosystems, and growing enterprise workloads on the cloud.

Technology Roadmap of Edge AI Software till 2028

The Edge AI software market report covers the technology roadmap till 2028, with insights into short-term, mid-term, and long-term developments.

Short-term roadmap (2023-2025)

  • Focus on lower latency to enable real-time decision-making for critical applications, reducing delays and enhancing efficiency.
  • Significant advancements in technologies leading to a 10 times boost in edge device processing power, enabling faster real-time AI at the edge.
  • Ethical AI ensures fairness, accountability, and transparency in AI decision-making.

Mid-term roadmap (2025-2028)

  • Quantum computing is set to drastically enhance AI processing power and capabilities..
  • Compliance with ethical AI standards ensures responsible AI development and deployment.
  • Seamless integration between edge and cloud services, enabling the coexistence of local and cloud AI.

Long-term roadmap (2029-2030)

  • Cognitive AI represents AI systems with human-like adaptability and learning.
  • Fully autonomous AI systems capable of making decisions independently, marking a significant milestone in AI maturity.
  • 6G integration will enable faster and more reliable edge AI communication.

Edge AI Software Market

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Edge AI Software Market

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Market Dynamics

Driver: Rising Introduction of 5G Network to Boost Market Growth

The increasing adoption of 5G network technology across the globe is expected to drive market growth significantly in the upcoming years. The implementation of 5G networks is set to revolutionize the way IT and telecommunications converge, opening new avenues for high-end applications and reducing computational complexity. With the deployment of 5G networks, data centres can be organized at edge configurations, and industry-specific platforms can be implemented in standard ecosystems using software-defined connectivity fundamentals and virtual machines. The high speed and low latency of 5G networks offer tremendous opportunities for businesses to develop innovative solutions and services, thereby increasing their competitiveness in the market.

Restraint: Complexity and cost of deploying edge AI software

The complexity and cost of deploying edge AI software is a major challenge that is hindering the adoption of edge AI technologies. Edge AI software requires specialized hardware and software infrastructure to deploy and operate, which can be complex and expensive, especially for small and medium-sized businesses. Additionally, there is a lack of standardized tools and frameworks for deploying edge AI software, which can make it difficult to manage and scale deployments. Edge AI software can be computationally demanding, requiring specialized hardware such as GPUs and FPGAs, which can be a major barrier for businesses that do not have the necessary IT infrastructure in place.

Opportunity: Exploring Emerging Applications in Various Fields

Edge AI software is the driving force behind transformative applications in autonomous vehicles, smart cities, and industrial automation. In autonomous vehicles, it enable real-time decision-making and heightened safety through the analysis of sensor data. Edge AI also plays a critical role in smart cities, reducing latency by processing data at the edge and enabling intelligent traffic management, energy-efficient lighting, and more. As this technology advances, it continues to shape the future of these sectors by enhancing efficiency and innovation, ultimately revolutionizing transportation, urban living, and industrial processes.

Challenge: Integration complexities with existing IT infrastructure and systems

Integrating edge AI software with existing IT infrastructure and systems is a complex and challenging task. Edge AI systems are often heterogeneous, storing data in silos, and raising security and privacy concerns. Existing IT systems are typically more homogenous and centralized, with stricter security and privacy controls in place. There are no standard ways to integrate edge AI software with existing IT infrastructure and systems, which can make it difficult and expensive for businesses to adopt edge AI solutions.

Edge AI software market Ecosystem

Edge AI Software Market

By vertical, BFSI accounts for the largest market size during the forecast period.

Edge AI software is rapidly being adopted by the BFSI industry to improve efficiency, security, and customer experience. It enables real-time data processing and decision-making on devices at the edge of the network, rather than relying on centralized cloud computing. This can significantly reduce latency and improve performance, particularly in areas such as fraud detection, risk management, and customer personalization.

Based on the data type, audio data to hold the highest CAGR during the forecast period.

Edge AI software is the implementation of artificial intelligence in an edge computing environment, which allows computations to be done close to where data is created. Audio data is one type of data that can be processed using edge AI software. Audio data is being used in edge AI software for generative AI for audio and music, environmental sounds and sound effects, speech recognition, and audio processing for IoT devices. By processing data locally, edge AI can reduce latency, increase privacy, and improve the efficiency of AI applications.

By deployment, cloud accounts for the largest market size during the forecast period.

Cloud is expected to account for the largest market share in edge AI software due to its scalability, flexibility, cost-effectiveness, performance, reliability, and security features. Additionally, cloud providers offer a variety of edge AI services and platforms that make it easier for businesses to get started with edge AI without having to invest in their own infrastructure. Some of the leading cloud providers that support edge AI deployments include AWS, Microsoft, and Google.

North America to account for the largest market size during the forecast period.

North America is expected to account for the largest market size in the edge AI software market due to its early adoption of edge AI technology, the presence of leading-edge AI software vendors, and the strong demand for edge AI solutions in key North American industries. The increasing adoption of IIoT devices, the growing demand for real-time data processing and decision-making, the need to improve operational efficiency and productivity, and the rising concerns about data privacy and security are some of the key factors driving the growth of the edge AI software market in North America.

Edge AI Software Market Size, and Share

Key Market Players

The Edge AI software vendors have implemented various types of organic and inorganic growth strategies, such as partnerships and agreements,  new product launches, product upgrades, business expansions, and mergers and acquisitions to strengthen their offerings in the market. The major vendors in the global market for Edge AI software include Microsoft (US), IBM (US), Google (US), AWS (US), Nutanix (US), Synaptics (US), TIBCO (US), Octonion (Switzerland), Imagimob (Sweden), Anagog (Israel), Veea (US), Gorilla Technology (China), Azion (US), Bragi (Germany), Tact.ai (US), Ekinops (France), Clearblade (US), Alef Edge (US), Adapdix (US), byteLAKE (Poland), Reality Al (US), Deci (Israel), Edgeworx (US), Swim (US), Invision Al (Canada), Horizon Robotics (China), Kneron (US), DeepBrainz (India), Johnson Controls(Ireland), and Blaize(US).

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Scope of the Report

Report Metrics

Details

Market size available for years

2018–2028

Base year considered

2022

Forecast period

2023–2028

Forecast units

USD Billion

Segments Covered

Offering, Data Type, Verticals, and Region

Geographies covered

North America, Europe, Asia Pacific,  Middle East & Africa, and Latin America

Companies covered

Microsoft (US), IBM (US), Google (US), AWS (US), Nutanix (US), Synaptics (US), TIBCO (US), Octonion (Switzerland), Imagimob (Sweden), Anagog (Israel), Veea (US), Gorilla Technology (China), Azion (US), Bragi (Germany), Tact.ai (US), Ekinops (France), Clearblade (US), Alef Edge (US), Adapdix (US), byteLAKE (Poland), Reality Al (US), Deci (Israel), Edgeworx (US), Swim (US), Invision Al (Canada), Horizon Robotics (China), Kneron (US), DeepBrainz (India), Johnson Controls(Ireland), and Blaize(US).

This research report categorizes the edge AI software market based on Offering, Data Type, Verticals, and Region.

By Offering:
  • Solutions
    • By Type:
      • Standalone
      • Integrated
    • By Deployment:
      • Cloud
      • On-premises
  • Services
    • Professional Services
      • Consulting Services
      • Deployment and Integration
      • Support and Maintenance
    • Managed Services
By Data Type:
  • Video and Image Data
  • Audio Data
  • Text and Language Data
  • Environmental and Location Data
  • Biometric Data
  • Multi-Modal Data
By Vertical:
  • Banking, Financial Services, and Insurance
  • Government & Public Sector
  • Healthcare & Life Sciences
  • Telecommunications
  • Energy & Utilities
  • Manufacturing
  • Automotive, Transportations, and Logistics
  • Media & Entertainment
  • Other Verticals
By Region:
  • North America
    • US
    • Canada
  • Europe
    • UK
    • Germany
    • France
    • Italy
    • Spain
    • Beneux
    • Rest of Europe
  • Asia Pacific
    • China
    • Japan
    • India
    • ANZ
    • ASEAN
    • Rest of Asia Pacific
  • Middle East & Africa
    • UAE
    • Kingdom of Saudi Arabia
    • Qatar
    • Turkey
    • South Africa
    • Rest of the Middle East & Africa
  • Latin America
    • Brazil
    • Mexico
    • Argentina
    • Rest of Latin America

Recent Developments:

  • Microsoft has partnered with Fungible to accelerate datacenter innovation. Fungible is a company that develops data processing units (DPUs) that are optimized for AI workloads. Microsoft plans to use Fungible's DPUs to accelerate the performance of Azure IoT Edge and other edge AI solutions.
  • Cisco and Nutanix have formed a global strategic partnership to accelerate hybrid multicloud deployments by offering a hyperconverged IT modernization and business transformation solution.
  • IBM and Bharti Airtel have formed a partnership. The partnership will enable Indian enterprises to access secured edge cloud services, which will help them to accelerate innovation, improve efficiency, and reduce costs.
  • Google and Amazon Web Services (AWS) have partnered to make it easier for developers to build and deploy edge AI applications. The two companies have integrated their edge AI platforms, so that developers can use the same tools and APIs to build and deploy edge AI applications on both Google Cloud and AWS.
  • Energous and Veea have partnered to enable complete wireless power deployments, integrating Energous PowerBridges and Veea's Edge Platform with Wiliot IoT Pixels. The partnership aims to enable the next generation of real-time asset tracking applications in industrial, logistics, and retail applications.

Frequently Asked Questions (FAQ):

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TABLE OF CONTENTS
 
1 INTRODUCTION (Page No. - 32)
    1.1 STUDY OBJECTIVES 
    1.2 MARKET DEFINITION 
           1.2.1 INCLUSIONS AND EXCLUSIONS
    1.3 MARKET SCOPE 
           1.3.1 MARKET SEGMENTATION
           1.3.2 REGIONS COVERED
           1.3.3 YEARS CONSIDERED
    1.4 CURRENCY CONSIDERED 
           TABLE 1 USD EXCHANGE RATE, 2020–2022
    1.5 STAKEHOLDERS 
    1.6 SUMMARY OF CHANGES 
           1.6.1 RECESSION IMPACT
 
2 RESEARCH METHODOLOGY (Page No. - 38)
    2.1 RESEARCH DATA 
           FIGURE 1 EDGE AI SOFTWARE MARKET: RESEARCH DESIGN
           2.1.1 SECONDARY DATA
           2.1.2 PRIMARY DATA
                    TABLE 2 PRIMARY INTERVIEWS
                    2.1.2.1 Breakup of primary profiles
                    2.1.2.2 Key industry insights
    2.2 MARKET BREAKUP AND DATA TRIANGULATION 
           FIGURE 2 MARKET: DATA TRIANGULATION
    2.3 MARKET SIZE ESTIMATION 
           FIGURE 3 TOP-DOWN AND BOTTOM-UP APPROACHES
           2.3.1 TOP-DOWN APPROACH
           2.3.2 BOTTOM-UP APPROACH
                    FIGURE 4 APPROACH 1 (SUPPLY-SIDE): REVENUE OF SOLUTIONS/SERVICES OF EDGE AI SOFTWARE MARKET
                    FIGURE 5 APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF EDGE AI SOFTWARE SOLUTIONS/SERVICES
                    FIGURE 6 APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM EDGE AI SOFTWARE SOLUTIONS/SERVICES
                    FIGURE 7 APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF EDGE AI SOFTWARE THROUGH OVERALL EDGE AI SOFTWARE SPENDING
    2.4 MARKET FORECAST 
           TABLE 3 FACTOR ANALYSIS
    2.5 RESEARCH ASSUMPTIONS 
    2.6 LIMITATIONS 
    2.7 IMPLICATION OF RECESSION ON GLOBAL MARKET 
           TABLE 4 RECESSION IMPACT ON MARKET
 
3 EXECUTIVE SUMMARY (Page No. - 52)
    TABLE 5 GLOBAL EDGE AI SOFTWARE MARKET AND GROWTH RATE, 2018–2022 (USD MILLION & Y-O-Y) 
    TABLE 6 GLOBAL MARKET AND GROWTH RATE, 2023–2028 (USD MILLION & Y-O-Y) 
    FIGURE 8 EDGE AI SOFTWARE SOLUTIONS TO ACCOUNT FOR LARGER MARKET THAN SERVICES IN 2023 
    FIGURE 9 INTEGRATED EDGE AI SOFTWARE SOLUTIONS TO BE LARGER MARKET SHARE THAN STANDALONE SOLUTIONS IN 2023 
    FIGURE 10 CLOUD DEPLOYMENT OF EDGE AI SOFTWARE TO DOMINATE MARKET IN 2023 
    FIGURE 11 PROFESSIONAL EDGE AI SOFTWARE SERVICES TO LEAD MARKET IN 2023 
    FIGURE 12 TRAINING & CONSULTING SERVICES TO BE LARGEST PROFESSIONAL SERVICES MARKET IN 2023 
    FIGURE 13 VIDEO & IMAGE DATA TO ACCOUNT FOR LARGEST SHARE IN MARKET IN 2023 
    FIGURE 14 HEALTHCARE & LIFE SCIENCES VERTICAL TO GROW AT HIGHEST CAGR IN 2023–2028 
    FIGURE 15 NORTH AMERICA TO BE LARGEST MARKET; ASIA PACIFIC TO GROW AT HIGHEST CAGR IN MARKET 
 
4 PREMIUM INSIGHTS (Page No. - 58)
    4.1 ATTRACTIVE OPPORTUNITIES FOR EDGE AI SOFTWARE MARKET PLAYERS 
           FIGURE 16 EVER-INCREASING ENTERPRISE WORKLOADS ON CLOUD AND RAPID GROWTH IN NUMBER OF INTELLIGENT APPLICATIONS TO DRIVE MARKET GROWTH
    4.2 MARKET: TOP THREE DATA TYPE 
           FIGURE 17 BIOMETRIC DATA SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    4.3 MARKET, BY OFFERING AND KEY VERTICALS 
           FIGURE 18 SOLUTIONS SEGMENT AND AUTOMOTIVE, TRANSPORTATION & LOGISTICS VERTICAL TO HOLD LARGEST SEGMENTAL SHARES IN NORTH AMERICA IN 2023
    4.4 MARKET, BY REGION 
           FIGURE 19 NORTH AMERICA TO BE LARGEST MARKET IN 2023
 
5 MARKET OVERVIEW AND INDUSTRY TRENDS (Page No. - 61)
    5.1 INTRODUCTION 
    5.2 MARKET DYNAMICS 
           FIGURE 20 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: EDGE AI SOFTWARE MARKET
           5.2.1 DRIVERS
                    5.2.1.1 Ever-increasing enterprise workloads on cloud
                    5.2.1.2 Rapid growth in number of intelligent applications
                    5.2.1.3 Exponential growth of data volume and network traffic
                    5.2.1.4 Increase in use of IoT driving demand for edge AI software
                    5.2.1.5 Rise in adoption of 5G network technology
           5.2.2 RESTRAINTS
                    5.2.2.1 Privacy and security concerns related to edge AI solutions
                    5.2.2.2 Inadequate number of AI experts
           5.2.3 OPPORTUNITIES
                    5.2.3.1 Emergence of 5G network to bring IT and telecom together
                    5.2.3.2 Advent of autonomous vehicles coupled with connected car infrastructure
                    5.2.3.3 Rise in need for edge computing in IoT
                    5.2.3.4 Exploring emerging applications in various fields
           5.2.4 CHALLENGES
                    5.2.4.1 Interoperability issues slowing adoption of edge AI software
                    5.2.4.2 Optimization of edge AI standards
    5.3 TECHNOLOGY ANALYSIS 
           5.3.1 KEY TECHNOLOGY
                    5.3.1.1 AI
                    5.3.1.2 Edge computing
                    5.3.1.3 IoT
                    5.3.1.4 Computer vision
           5.3.2 COMPLIMENTARY TECHNOLOGY
                    5.3.2.1 5G
                    5.3.2.2 Quantum computing
                    5.3.2.3 AR/VR
           5.3.3 ADJACENT TECHNOLOGY
                    5.3.3.1 Cloud computing
                    5.3.3.2 Blockchain
                    5.3.3.3 Human-machine interface
    5.4 CASE STUDY ANALYSIS 
           5.4.1 HEALTHCARE & LIFE SCIENCES
                    5.4.1.1 HCA Healthcare used Red Hat solutions to create real-time predictive analytics system to detect sepsis accurately and rapidly
                    5.4.1.2 Top robotic and digital surgery startups implemented NVIDIA Medical Edge AI computing platform
           5.4.2 GOVERNMENT & PUBLIC SECTOR
                    5.4.2.1 Gorilla supported Taoyuan Airport’s smart city approach
           5.4.3 MANUFACTURING
                    5.4.3.1 Schindler optimized elevator performance with on-board edge computing
                    5.4.3.2 Food manufacturer turned to TIBCO Spotfire analytics to ensure complex data visibility
                    5.4.3.3 Brembo chose TIBCO Spotfire analytics for implementation of analytics platforms
           5.4.4 TRANSPORTATION & LOGISTICS
                    5.4.4.1 JetBlue setup real-time data and integration platform using TIBCO technologies
                    5.4.4.2 Imagimob used sensor technology and AI to develop SensorBeat
           5.4.5 ENERGY AND UTILITIES
                    5.4.5.1 SparkCognition improved safety by preventing critical asset failure with AI at Edge
                    5.4.5.2 Hubco upgraded to Maximo for Oil and Gas 7.6 software and integrated its IT environment
           5.4.6 TELECOM
                    5.4.6.1 XL Axiata leveraged TIBCO technology to improve customer experience
                    5.4.6.2 Algar Telecom deployed TIBCO Spotfire software for better decision-making
           5.4.7 OTHER VERTICALS
                    5.4.7.1 Omelete created numerous Edge Applications on Azion platform to accelerate content delivery
                    5.4.7.2 Lojas Renner used edge applications to deliver large volume of requests on Black Friday
    5.5 BRIEF HISTORY OF EDGE AI SOFTWARE MARKET 
           FIGURE 21 BRIEF HISTORY OF MARKET
    5.6 ARCHITECTURE OF EDGE AI SOFTWARE 
           FIGURE 22 ARCHITECTURE OF EDGE AI SOFTWARE
    5.7 ECOSYSTEM/MARKET MAP 
           TABLE 7 MARKET: ECOSYSTEM
           FIGURE 23 KEY PLAYERS IN EDGE AI SOFTWARE MARKET ECOSYSTEM
    5.8 REGULATORY LANDSCAPE 
           5.8.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 8 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 9 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 10 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 11 REST OF THE WORLD: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
           5.8.2 NORTH AMERICA
                    5.8.2.1 US
                               5.8.2.1.1 California Consumer Privacy Act (CCPA)
                               5.8.2.1.2 Health Insurance Portability and Accountability Act (HIPAA)
                    5.8.2.2 Canada
                               5.8.2.2.1 Public Safety Canada Regulation
           5.8.3 EUROPE
                    5.8.3.1 General Data Protection Regulation (GDPR)
           5.8.4 ASIA PACIFIC
                    5.8.4.1 South Korea
                               5.8.4.1.1 Personal Information Protection Act (“PIPA”)
                    5.8.4.2 China
                    5.8.4.3 India
           5.8.5 MIDDLE EAST & AFRICA
                    5.8.5.1 UAE
                    5.8.5.2 Israel
           5.8.6 LATIN AMERICA
                    5.8.6.1 Brazil
                    5.8.6.2 Mexico
    5.9 TARIFF LANDSCAPE 
           5.9.1 TARIFF RELATED TO EDGE AI SOFTWARE
                    TABLE 12 TARIFF RELATED TO EDGE AI SOFTWARE, 2022
    5.10 SUPPLY CHAIN ANALYSIS 
           FIGURE 24 SUPPLY CHAIN ANALYSIS
    5.11 PORTER’S FIVE FORCES ANALYSIS 
                    FIGURE 25 PORTER’S FIVE FORCES ANALYSIS
                    TABLE 13 EDGE AI SOFTWARE MARKET: PORTER’S FIVE FORCES ANALYSIS
           5.11.1 THREAT OF NEW ENTRANTS
           5.11.2 THREAT OF SUBSTITUTES
           5.11.3 BARGAINING POWER OF SUPPLIERS
           5.11.4 BARGAINING POWER OF BUYERS
           5.11.5 INTENSITY OF COMPETITIVE RIVALRY
    5.12 KEY CONFERENCES AND EVENTS 
                    TABLE 14 MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2023–2024
    5.13 KEY STAKEHOLDERS & BUYING CRITERIA 
           5.13.1 KEY STAKEHOLDERS IN BUYING PROCESS
                    FIGURE 26 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE VERTICALS
                    TABLE 15 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE VERTICALS
           5.13.2 BUYING CRITERIA
                    FIGURE 27 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
                    TABLE 16 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
    5.14 PRICING ANALYSIS 
           5.14.1 INDICATIVE PRICING LEVELS OF EDGE AI SOFTWARE SOLUTIONS
                    TABLE 17 INDICATIVE PRICING LEVELS OF EDGE AI SOFTWARE SOLUTIONS
           5.14.2 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY SERVICE
                    FIGURE 28 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY SERVICE
                    TABLE 18 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY SERVICE
    5.15 PATENT ANALYSIS 
           5.15.1 METHODOLOGY
           5.15.2 DOCUMENT TYPE
                    TABLE 19 PATENTS FILED, 2013–2023
           5.15.3 INNOVATION AND PATENT APPLICATIONS
                    FIGURE 29 TOTAL NUMBER OF PATENTS GRANTED, 2013–2023
                    5.15.3.1 Top applicants
                               FIGURE 30 TOP COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2013–2023
                               FIGURE 31 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023
                               TABLE 20 TOP 20 PATENT OWNERS, 2013–2023
                               TABLE 21 LIST OF MAJOR PATENTS IN EDGE AI SOFTWARE MARKET, 2023
    5.16 TRADE ANALYSIS 
           5.16.1 IMPORT SCENARIO OF COMPUTER SOFTWARE
                    FIGURE 32 COMPUTER SOFTWARE IMPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION)
           5.16.2 EXPORT SCENARIO OF COMPUTER SOFTWARE
                    FIGURE 33 COMPUTER SOFTWARE EXPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION)
    5.17 TRENDS/DISRUPTIONS IMPACTING CUSTOMER’S BUSINESS 
                    FIGURE 34 EDGE AI SOFTWARE MARKET: TRENDS/DISRUPTIONS IMPACTING CUSTOMER’S BUSINESS
    5.18 BEST PRACTICES IN MARKET 
                    TABLE 22 BEST PRACTICES IN MARKETS
    5.19 TECHNOLOGY ROADMAP OF MARKET 
                    TABLE 23 SHORT-TERM ROADMAP, 2023–2025
                    TABLE 24 MID-TERM ROADMAP, 2026–2028
                    TABLE 25 LONG-TERM ROADMAP, 2029–2030
    5.20 BUSINESS MODELS OF MARKET 
           5.20.1 BUSINESS MODEL FOR SOFTWARE PROVIDERS
           5.20.2 BUSINESS MODEL FOR SERVICE PROVIDERS
 
6 EDGE AI SOFTWARE MARKET, BY OFFERING (Page No. - 114)
    6.1 INTRODUCTION 
           6.1.1 OFFERINGS: MARKET DRIVERS
                    FIGURE 35 EDGE AI SOFTWARE SOLUTIONS TO LEAD MARKET DURING FORECAST PERIOD
                    TABLE 26 MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                    TABLE 27 MARKET, BY OFFERING, 2023–2028 (USD MILLION)
    6.2 SOLUTIONS 
           TABLE 28 EDGE AI SOFTWARE SOLUTIONS MARKET, BY REGION, 2018–2022 (USD MILLION)
           TABLE 29 EDGE AI SOFTWARE SOLUTIONS MARKET, BY REGION, 2023–2028 (USD MILLION)
           6.2.1 EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE
                    FIGURE 36 INTEGRATED SOLUTIONS TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD
                    TABLE 30 EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 31 EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION)
           6.2.2 STANDALONE
                    6.2.2.1 Deploying power of location intelligence for data-driven insights
                               TABLE 32 STANDALONE EDGE AI SOFTWARE SOLUTIONS MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 33 STANDALONE EDGE AI SOFTWARE SOLUTIONS MARKET, BY REGION, 2023–2028 (USD MILLION)
           6.2.3 INTEGRATED
                    6.2.3.1 Use of ETL to extract geographic data from any source system
                               TABLE 34 INTEGRATED EDGE AI SOFTWARE SOLUTIONS MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 35 INTEGRATED EDGE AI SOFTWARE SOLUTIONS MARKET, BY REGION, 2023–2028 (USD MILLION)
           6.2.4 EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT
                    TABLE 36 EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2018–2022 (USD MILLION)
                    TABLE 37 EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION)
           6.2.5 ON-PREMISES
                    6.2.5.1 On-premise deployment efficiently curtails data transfer costs and latency
                               TABLE 38 ON-PREMISE EDGE AI SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 39 ON-PREMISE MARKET, BY REGION, 2023–2028 (USD MILLION)
           6.2.6 CLOUD
                    6.2.6.1 Need for scalable deployment model in organizations
                               TABLE 40 CLOUD-BASED MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 41 CLOUD-BASED MARKET, BY REGION, 2023–2028 (USD MILLION)
    6.3 SERVICES 
           TABLE 42 EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
           TABLE 43 EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
           TABLE 44 EDGE AI SOFTWARE SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
           TABLE 45 EDGE AI SOFTWARE SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
           6.3.1 PROFESSIONAL SERVICES
                    TABLE 46 EDGE AI SOFTWARE PROFESSIONAL SERVICES EDGE AI SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 47 EDGE AI SOFTWARE PROFESSIONAL SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 48 EDGE AI SOFTWARE PROFESSIONAL SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 49 EDGE AI SOFTWARE PROFESSIONAL SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.3.1.1 Training & consulting
                               TABLE 50 TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 51 TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.3.1.2 System integration & testing
                               TABLE 52 SYSTEM & INTEGRATION SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 53 SYSTEM & INTEGRATION SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.3.1.3 Support & maintenance
                               TABLE 54 SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 55 SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
           6.3.2 MANAGED SERVICES
                    TABLE 56 EDGE AI SOFTWARE MANAGED SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 57 EDGE AI SOFTWARE MANAGED SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
 
7 EDGE AI SOFTWARE MARKET, BY DATA TYPE (Page No. - 132)
    7.1 INTRODUCTION 
           7.1.1 DATA TYPE: MARKET DRIVERS
                    FIGURE 40 AUDIO DATA SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 58 MARKET, BY DATA TYPE, 2018–2022 (USD MILLION)
                    TABLE 59 MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
    7.2 VIDEO & IMAGE DATA 
           7.2.1 ENABLING REAL-TIME ANALYSIS, REDUCING LATENCY, AND CONSERVING BANDWIDTH
                    TABLE 60 MARKET FOR VIDEO & IMAGE DATA, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 61 MARKET FOR VIDEO & IMAGE DATA, BY REGION, 2023–2028 (USD MILLION)
                    TABLE 62 MARKET FOR VIDEO & IMAGE DATA, BY APPLICATION, 2018–2022 (USD MILLION)
                    TABLE 63 MARKET FOR VIDEO & IMAGE DATA, BY APPLICATION, 2023–2028 (USD MILLION)
           7.2.2 OBJECT DETECTION & RECOGNITION
           7.2.3 FACIAL RECOGNITION
           7.2.4 VISUAL INSPECTION
           7.2.5 OTHER VIDEO & IMAGE DATA APPLICATIONS
    7.3 AUDIO DATA 
           7.3.1 RAPID EDGE AI PROCESSING TO PREVENT TAMPERING WITH AUDIO DATA
                    TABLE 64 EDGE AI SOFTWARE MARKET FOR AUDIO DATA, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 65 MARKET FOR AUDIO DATA, BY REGION, 2023–2028 (USD MILLION)
                    TABLE 66 MARKET FOR AUDIO DATA, BY APPLICATION, 2018–2022 (USD MILLION)
                    TABLE 67 MARKET FOR AUDIO DATA, BY APPLICATION, 2023–2028 (USD MILLION)
           7.3.2 SPEECH RECOGNITION
           7.3.3 SOUND ANOMALY DETECTION
           7.3.4 VOICE ASSISTANTS
           7.3.5 OTHER AUDIO DATA APPLICATIONS
    7.4 TEXT & LANGUAGE DATA 
           7.4.1 NLP: KEY IN SIMULATING HUMAN CONVERSATIONS USING COMPUTATIONAL LINGUISTICS WITH DEEP LEARNING MODELS
                    TABLE 68 MARKET FOR TEXT & LANGUAGE DATA, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 69 MARKET FOR TEXT & LANGUAGE DATA, BY REGION, 2023–2028 (USD MILLION)
                    TABLE 70 MARKET FOR TEXT & LANGUAGE DATA, BY APPLICATION, 2018–2022 (USD MILLION)
                    TABLE 71 MARKET FOR TEXT & LANGUAGE DATA, BY APPLICATION, 2023–2028 (USD MILLION)
           7.4.2 NATURAL LANGUAGE PROCESSING (NLP)
           7.4.3 SENTIMENT ANALYSIS
           7.4.4 CHATBOTS & VIRTUAL ASSISTANTS
           7.4.5 OTHER TEXT & LANGUAGE DATA APPLICATIONS
    7.5 ENVIRONMENTAL & LOCATION DATA 
           7.5.1 OFFERING REAL-TIME INSIGHTS TO HELP BUILD SMART CITIES AND BEYOND
                    TABLE 72 EDGE AI SOFTWARE MARKET FOR ENVIRONMENTAL & LOCATION DATA, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 73 MARKET FOR ENVIRONMENTAL & LOCATION DATA, BY REGION, 2023–2028 (USD MILLION)
                    TABLE 74 MARKET FOR ENVIRONMENTAL & LOCATION DATA, BY APPLICATION, 2018–2022 (USD MILLION)
                    TABLE 75 MARKET FOR ENVIRONMENTAL & LOCATION DATA, BY APPLICATION, 2023–2028 (USD MILLION)
           7.5.2 GEOSPATIAL ANALYSIS
           7.5.3 WEATHER PREDICTION
           7.5.4 AIR QUALITY MONITORING
           7.5.5 OTHER ENVIRONMENTAL & LOCATION DATA APPLICATIONS
    7.6 BIOMETRIC DATA 
           7.6.1 DEMAND TO POWER REAL-TIME, PRIVACY-PRESERVING, AND BANDWIDTH-EFFICIENT APPLICATIONS
                    TABLE 76 MARKET FOR BIOMETRIC DATA, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 77 MARKET FOR BIOMETRIC DATA, BY REGION, 2023–2028 (USD MILLION)
                    TABLE 78 MARKET FOR BIOMETRIC DATA, BY APPLICATION, 2018–2022 (USD MILLION)
                    TABLE 79 MARKET FOR BIOMETRIC DATA, BY APPLICATION, 2023–2028 (USD MILLION)
           7.6.2 FINGERPRINT RECOGNITION
           7.6.3 IRIS & RETINA SCANNING
           7.6.4 BIOMETRIC AUTHENTICATION
           7.6.5 OTHER BIOMETRIC DATA APPLICATIONS
    7.7 MULTI-MODAL DATA 
           7.7.1 NEED TO REVOLUTIONIZE DECISION-MAKING, ACCURACY, RESOURCE UTILIZATION, AND PRIVACY
                    TABLE 80 MARKET FOR MULTI-MODAL DATA, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 81 MARKET FOR MULTI-MODAL DATA, BY REGION, 2023–2028 (USD MILLION)
                    TABLE 82 MARKET FOR MULTI-MODAL DATA, BY APPLICATION, 2018–2022 (USD MILLION)
                    TABLE 83 MARKET FOR MULTI-MODAL DATA, BY APPLICATION, 2023–2028 (USD MILLION)
           7.7.2 INTEGRATION OF SENSORS
           7.7.3 INTEGRATION OF TEXT & VISUAL DATA
           7.7.4 OTHER MULTI-MODAL DATA APPLICATIONS
 
8 EDGE AI SOFTWARE MARKET, BY VERTICAL (Page No. - 152)
    8.1 INTRODUCTION 
           8.1.1 VERTICAL: MARKET DRIVERS
                    FIGURE 41 HEALTHCARE & LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 84 MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                    TABLE 85 MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
    8.2 BFSI 
           TABLE 86 BFSI: USE CASES
           TABLE 87 MARKET IN BFSI VERTICAL, BY REGION, 2018–2022 (USD MILLION)
           TABLE 88 MARKET IN BFSI VERTICAL, BY REGION, 2023–2028 (USD MILLION)
           TABLE 89 MARKET IN BFSI VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)
           TABLE 90 MARKET IN BFSI VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)
           8.2.1 FRAUD DETECTION & PREVENTION
           8.2.2 CUSTOMER AUTHENTICATION
           8.2.3 PERSONALIZED CUSTOMER SERVICES
           8.2.4 CREDIT SCORING
           8.2.5 OTHER BFSI APPLICATIONS
    8.3 GOVERNMENT & PUBLIC SECTOR 
                    TABLE 91 GOVERNMENT & PUBLIC SECTOR: USE CASES
                    TABLE 92 MARKET IN GOVERNMENT & PUBLIC SECTOR, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 93 MARKET IN GOVERNMENT & PUBLIC SECTOR, BY REGION, 2023–2028 (USD MILLION)
                    TABLE 94 MARKET IN GOVERNMENT & PUBLIC SECTOR, BY APPLICATION, 2018–2022 (USD MILLION)
                    TABLE 95 MARKET IN GOVERNMENT & PUBLIC SECTOR, BY APPLICATION, 2023–2028 (USD MILLION)
           8.3.1 TRAFFIC MANAGEMENT
           8.3.2 WASTE OR WATER MANAGEMENT
           8.3.3 SMART CITY MANAGEMENT
           8.3.4 SECURITY & LAW ENFORCEMENT
           8.3.5 OTHER GOVERNMENT & PUBLIC SECTOR APPLICATIONS
    8.4 MANUFACTURING 
           TABLE 96 MANUFACTURING: USE CASES
           TABLE 97 EDGE AI SOFTWARE MARKET IN MANUFACTURING VERTICAL, BY REGION, 2018–2022 (USD MILLION)
           TABLE 98 MARKET IN MANUFACTURING VERTICAL, BY REGION, 2023–2028 (USD MILLION)
           TABLE 99 MARKET IN MANUFACTURING VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)
           TABLE 100 MARKET IN MANUFACTURING VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)
           8.4.1 PREDICTIVE MAINTENANCE
           8.4.2 YIELD OPTIMIZATION
           8.4.3 CONDITION & PRECISION MONITORING
           8.4.4 QUALITY CONTROL
           8.4.5 OTHER MANUFACTURING APPLICATIONS
    8.5 HEALTHCARE & LIFE SCIENCES 
           TABLE 101 HEALTHCARE & LIFE SCIENCES: USE CASES
           TABLE 102 MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2018–2022 (USD MILLION)
           TABLE 103 MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2023–2028 (USD MILLION)
           TABLE 104 MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)
           TABLE 105 MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)
           8.5.1 IN-HOSPITAL PATIENT MONITORING
           8.5.2 FALL DETECTION
           8.5.3 RADIOLOGY
           8.5.4 ANOMALY & INJURIES DETECTION
           8.5.5 OTHER HEALTHCARE & LIFE SCIENCE APPLICATIONS
    8.6 ENERGY & UTILITIES 
           TABLE 106 ENERGY & UTILITIES: USE CASES
           TABLE 107 EDGE AI SOFTWARE MARKET IN ENERGY & UTILITIES VERTICAL, BY REGION, 2018–2022 (USD MILLION)
           TABLE 108 MARKET IN ENERGY & UTILITIES VERTICAL, BY REGION, 2023–2028 (USD MILLION)
           TABLE 109 MARKET IN ENERGY & UTILITIES VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)
           TABLE 110 MARKET IN ENERGY & UTILITIES VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)
           8.6.1 ENERGY OPTIMIZATION
           8.6.2 DISTRIBUTED ENERGY MANAGEMENT
           8.6.3 SMART GRIDS
           8.6.4 PIPELINE OPTIMIZATION
           8.6.5 OTHER ENERGY & UTILITY APPLICATIONS
    8.7 TELECOMMUNICATIONS 
           TABLE 111 TELECOMMUNICATIONS: USE CASES
           TABLE 112 MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2018–2022 (USD MILLION)
           TABLE 113 MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2023–2028 (USD MILLION)
           TABLE 114 MARKET IN TELECOMMUNICATIONS VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)
           TABLE 115 MARKET IN TELECOMMUNICATIONS VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)
           8.7.1 NETWORK MANAGEMENT & OPTIMIZATION
           8.7.2 CUSTOMER CHURN PREVENTION
           8.7.3 FAULT DETECTION
           8.7.4 ROOT CAUSE ANALYSIS
           8.7.5 OTHER TELECOMMUNICATION APPLICATIONS
    8.8 MEDIA & ENTERTAINMENT 
           TABLE 116 MEDIA & ENTERTAINMENT: USE CASES
           TABLE 117 MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2018–2022 (USD MILLION)
           TABLE 118 MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2023–2028 (USD MILLION)
           TABLE 119 MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)
           TABLE 120 MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)
           8.8.1 VIDEO STREAMING
           8.8.2 CLOUD GAMING
           8.8.3 AR/VR/MR
           8.8.4 CONTENT RENDERING & CACHING
           8.8.5 OTHER MEDIA & ENTERTAINMENT APPLICATIONS
    8.9 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS 
           TABLE 121 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: USE CASES
           TABLE 122 EDGE AI SOFTWARE MARKET IN AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS VERTICAL, BY REGION, 2018–2022 (USD MILLION)
           TABLE 123 MARKET IN AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS VERTICAL, BY REGION, 2023–2028 (USD MILLION)
           TABLE 124 MARKET IN AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)
           TABLE 125 MARKET IN AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)
           8.9.1 SUPPLY CHAIN MANAGEMENT
           8.9.2 AUTONOMOUS VEHICLES
           8.9.3 DEVICE FAILURE
           8.9.4 EQUIPMENT MANAGEMENT
           8.9.5 DRIVER MONITORING
           8.9.6 VOICE & GESTURE CONTROL
           8.9.7 OTHER AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS APPLICATIONS
    8.10 OTHER VERTICALS 
           TABLE 126 MARKET IN OTHER VERTICALS, BY REGION, 2018–2022 (USD MILLION)
           TABLE 127 MARKET IN OTHER VERTICALS, BY REGION, 2023–2028 (USD MILLION)
           TABLE 128 MARKET IN OTHER VERTICALS, BY APPLICATION, 2018–2022 (USD MILLION)
           TABLE 129 MARKET IN OTHER VERTICALS, BY APPLICATION, 2023–2028 (USD MILLION)
           8.10.1 WEATHER MONITORING
           8.10.2 IDENTIFICATION & ACCESS MANAGEMENT
           8.10.3 SMART ENERGY SYSTEMS
           8.10.4 FRAUD DETECTION & PREVENTION
           8.10.5 CUSTOMER ENGAGEMENT
           8.10.6 OTHER APPLICATIONS IN OTHER VERTICALS
 
9 EDGE AI SOFTWARE MARKET, BY REGION (Page No. - 185)
    9.1 INTRODUCTION 
           FIGURE 42 INDIA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
           FIGURE 43 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
           TABLE 130 MARKET, BY REGION, 2018–2022 (USD MILLION)
           TABLE 131 MARKET, BY REGION, 2023–2028 (USD MILLION)
    9.2 NORTH AMERICA 
           9.2.1 NORTH AMERICA: MARKET DRIVERS
           9.2.2 NORTH AMERICA: RECESSION IMPACT
                    FIGURE 44 NORTH AMERICA: EDGE AI SOFTWARE MARKET SNAPSHOT
                    TABLE 132 NORTH AMERICA: MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                    TABLE 133 NORTH AMERICA: MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                    TABLE 134 NORTH AMERICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 135 NORTH AMERICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 136 NORTH AMERICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2018–2022 (USD MILLION)
                    TABLE 137 NORTH AMERICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION)
                    TABLE 138 NORTH AMERICA: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 139 NORTH AMERICA: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 140 NORTH AMERICA: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 141 NORTH AMERICA: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 142 NORTH AMERICA: MARKET, BY DATA TYPE, 2018–2022 (USD MILLION)
                    TABLE 143 NORTH AMERICA: MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
                    TABLE 144 NORTH AMERICA: MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                    TABLE 145 NORTH AMERICA: MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                    TABLE 146 NORTH AMERICA: MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
                    TABLE 147 NORTH AMERICA: MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
           9.2.3 US
                    9.2.3.1 Rapid adoption of advanced technologies to enhance business efficiency
           9.2.4 CANADA
                    9.2.4.1 Abundant talent pool, global reputation for excellence in AI research, and presence of prominent vendors
    9.3 EUROPE 
           9.3.1 EUROPE: MARKET DRIVERS
           9.3.2 EUROPE: RECESSION IMPACT
                    TABLE 148 EUROPE: EDGE AI SOFTWARE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                    TABLE 149 EUROPE: MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                    TABLE 150 EUROPE: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 151 EUROPE: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 152 EUROPE: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2018–2022 (USD MILLION)
                    TABLE 153 EUROPE: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION)
                    TABLE 154 EUROPE: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 155 EUROPE: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 156 EUROPE: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 157 EUROPE: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 158 EUROPE: MARKET, BY DATA TYPE, 2018–2022 (USD MILLION)
                    TABLE 159 EUROPE: MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
                    TABLE 160 EUROPE: MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                    TABLE 161 EUROPE: MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                    TABLE 162 EUROPE: MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
                    TABLE 163 EUROPE: MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
           9.3.3 UK
                    9.3.3.1 Stringent regulatory compliances, strong customer base, and rise in awareness of potential of AI
           9.3.4 GERMANY
                    9.3.4.1 Highly skilled labor force, robust infrastructure, and rise in adoption of AI and ML technologies
           9.3.5 FRANCE
                    9.3.5.1 Investment from various investors and presence of high-potential client base
           9.3.6 ITALY
                    9.3.6.1 Growing concerns for security, production, and supply chain management
           9.3.7 SPAIN
                    9.3.7.1 Government support, private sector investment, and various government initiatives
           9.3.8 BENELUX
                    9.3.8.1 Presence of leading edge AI companies and strong focus on innovation and digitalization
           9.3.9 REST OF EUROPE
    9.4 ASIA PACIFIC 
           9.4.1 ASIA PACIFIC: MARKET DRIVERS
           9.4.2 ASIA PACIFIC: IMPACT OF RECESSION
                    FIGURE 45 ASIA PACIFIC: EDGE AI SOFTWARE MARKET SNAPSHOT
                    TABLE 164 ASIA PACIFIC: MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                    TABLE 165 ASIA PACIFIC: MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                    TABLE 166 ASIA PACIFIC: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 167 ASIA PACIFIC: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 168 ASIA PACIFIC: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2018–2022 (USD MILLION)
                    TABLE 169 ASIA PACIFIC: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION)
                    TABLE 170 ASIA PACIFIC: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 171 ASIA PACIFIC: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 172 ASIA PACIFIC: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 173 ASIA PACIFIC: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 174 ASIA PACIFIC: MARKET, BY DATA TYPE, 2018–2022 (USD MILLION)
                    TABLE 175 ASIA PACIFIC: MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
                    TABLE 176 ASIA PACIFIC: MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                    TABLE 177 ASIA PACIFIC: MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                    TABLE 178 ASIA PACIFIC: MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
                    TABLE 179 ASIA PACIFIC: MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
           9.4.3 CHINA
                    9.4.3.1 Government initiatives and rising AI-based edge video
           9.4.4 JAPAN
                    9.4.4.1 Need for progressive AI capabilities and government support for technological innovation
           9.4.5 INDIA
                    9.4.5.1 Presence of major global technology giants and government initiatives
           9.4.6 ANZ
                    9.4.6.1 Surge in collaborations between MNCs and research institutions, technological infrastructure, and thriving startup ecosystem
           9.4.7 ASEAN
                    9.4.7.1 Need for real-time data processing and decision-making at edge of networks
           9.4.8 REST OF ASIA PACIFIC
    9.5 MIDDLE EAST & AFRICA 
           9.5.1 MIDDLE EAST & AFRICA: MARKET DRIVERS
           9.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
                    TABLE 180 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                    TABLE 181 MIDDLE EAST & AFRICA: MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                    TABLE 182 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 183 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 184 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2018–2022 (USD MILLION)
                    TABLE 185 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION)
                    TABLE 186 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 187 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 188 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 189 MIDDLE EAST & AFRICA: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 190 MIDDLE EAST & AFRICA: MARKET, BY DATA TYPE, 2018–2022 (USD MILLION)
                    TABLE 191 MIDDLE EAST & AFRICA: MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
                    TABLE 192 MIDDLE EAST & AFRICA: MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                    TABLE 193 MIDDLE EAST & AFRICA: MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                    TABLE 194 MIDDLE EAST & AFRICA: MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
                    TABLE 195 MIDDLE EAST & AFRICA: MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
           9.5.3 UAE
                    9.5.3.1 Plans to build smart cities and provide online government services to citizens
           9.5.4 SAUDI ARABIA
                    9.5.4.1 Increase in purchasing power and greater inclination toward advanced technologies
           9.5.5 QATAR
                    9.5.5.1 Increase in economic growth and rising investment by edge AI software vendors
           9.5.6 TURKEY
                    9.5.6.1 Need to enhance technological landscape and improve operational efficiency and decision-making processes
           9.5.7 SOUTH AFRICA
                    9.5.7.1 Increase in activity in cloud industry and investment by edge AI software vendors
           9.5.8 REST OF MIDDLE EAST & AFRICA
    9.6 LATIN AMERICA 
           9.6.1 LATIN AMERICA: MARKET DRIVERS
           9.6.2 LATIN AMERICA: RECESSION IMPACT
                    TABLE 196 LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                    TABLE 197 LATIN AMERICA: MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                    TABLE 198 LATIN AMERICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 199 LATIN AMERICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 200 LATIN AMERICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2018–2022 (USD MILLION)
                    TABLE 201 LATIN AMERICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION)
                    TABLE 202 LATIN AMERICA: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 203 LATIN AMERICA: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 204 LATIN AMERICA: EDGE AI SOFTWARE PROFESSIONAL SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 205 LATIN AMERICA: EDGE AI SOFTWARE PROFESSIONAL SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 206 LATIN AMERICA: MARKET, BY DATA TYPE, 2018–2022 (USD MILLION)
                    TABLE 207 LATIN AMERICA: MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
                    TABLE 208 LATIN AMERICA: MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                    TABLE 209 LATIN AMERICA: MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                    TABLE 210 LATIN AMERICA: MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
                    TABLE 211 LATIN AMERICA: MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
           9.6.3 BRAZIL
                    9.6.3.1 Adoption of AI-based solutions from retail industry and need to analyze customer purchasing patterns
           9.6.4 MEXICO
                    9.6.4.1 Growing social media users and IT infrastructure to propel demand for MARKET
           9.6.5 ARGENTINA
                    9.6.5.1 Availability and maturity of affordable edge AI devices and platforms and rising number of edge AI use cases to drive market
           9.6.6 REST OF LATIN AMERICA
 
10 COMPETITIVE LANDSCAPE (Page No. - 229)
     10.1 OVERVIEW 
     10.2 STRATEGIES ADOPTED BY KEY PLAYERS 
             10.2.1 OVERVIEW OF STRATEGIES ADOPTED BY KEY EDGE AI SOFTWARE VENDORS
                       TABLE 212 OVERVIEW OF STRATEGIES ADOPTED BY KEY EDGE AI SOFTWARE VENDORS
     10.3 REVENUE ANALYSIS 
             10.3.1 BUSINESS SEGMENT REVENUE ANALYSIS
                       FIGURE 46 BUSINESS SEGMENT REVENUE ANALYSIS, 2018–2022 (USD BILLION)
     10.4 MARKET SHARE ANALYSIS 
               FIGURE 47 MARKET SHARE ANALYSIS FOR KEY COMPANIES, 2022
               TABLE 213 EDGE AI SOFTWARE MARKET: INTENSITY OF COMPETITIVE RIVALRY
     10.5 BRAND/PRODUCT COMPARATIVE ANALYSIS 
             10.5.1 BRAND/PRODUCT COMPARATIVE ANALYSIS, BY PRODUCT
                       FIGURE 48 BRAND/PRODUCT COMPARATIVE ANALYSIS, BY PRODUCT
             10.5.2 BRAND/PRODUCT COMPARATIVE ANALYSIS, BY DATA TYPE
                       FIGURE 49 BRAND/PRODUCT COMPARATIVE ANALYSIS, BY DATA TYPE
     10.6 KEY COMPANY EVALUATION MATRIX 
             10.6.1 STARS
             10.6.2 EMERGING LEADERS
             10.6.3 PERVASIVE PLAYERS
             10.6.4 PARTICIPANTS
                       FIGURE 50 GLOBAL MARKET: COMPANY EVALUATION MATRIX, 2023
             10.6.5 COMPANY FOOTPRINT
                       FIGURE 51 PRODUCT FOOTPRINT (20 COMPANIES)
                       TABLE 214 REGIONAL FOOTPRINT (20 COMPANIES)
                       TABLE 215 VERTICAL FOOTPRINT (20 COMPANIES)
                       TABLE 216 COMPANY FOOTPRINT (20 COMPANIES)
     10.7 STARTUP/SME EVALUATION MATRIX 
             10.7.1 PROGRESSIVE COMPANIES
             10.7.2 RESPONSIVE COMPANIES
             10.7.3 DYNAMIC COMPANIES
             10.7.4 STARTING BLOCKS
                       FIGURE 52 GLOBAL MARKET: STARTUP/SME EVALUATION MATRIX, 2023
             10.7.5 COMPETITIVE BENCHMARKING
                       TABLE 217 MARKET: DETAILED LIST OF KEY STARTUPS/SMES
                       TABLE 218 MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES, 2023
     10.8 VALUATION AND FINANCIAL METRICS OF KEY EDGE AI SOFTWARE VENDORS 
               FIGURE 53 VALUATION AND FINANCIAL METRICS OF KEY EDGE AI SOFTWARE VENDORS
     10.9 YTD PRICE TOTAL RETURN AND STOCK BETA OF KEY EDGE AI SOFTWARE VENDORS 
               FIGURE 54 YTD PRICE TOTAL RETURN AND STOCK BETA OF KEY EDGE AI SOFTWARE VENDORS
     10.10 COMPETITIVE SCENARIO AND TRENDS 
               10.10.1 PRODUCT LAUNCHES
               TABLE 219 MARKET: PRODUCT LAUNCHES, MARCH 2020–OCTOBER 2023
               10.10.2 DEALS
                       TABLE 220 EDGE AI SOFTWARE MARKET: DEALS, JULY 2020–OCTOBER 2023
 
11 COMPANY PROFILES (Page No. - 250)
     11.1 INTRODUCTION 
     11.2 KEY PLAYERS 
(Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)*
             11.2.1 MICROSOFT
                       TABLE 221 MICROSOFT: BUSINESS OVERVIEW
                       FIGURE 55 MICROSOFT: COMPANY SNAPSHOT
                       TABLE 222 MICROSOFT: SOLUTIONS/SERVICES OFFERED
                       TABLE 223 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 224 MICROSOFT: DEALS
             11.2.2 IBM
                       TABLE 225 IBM: BUSINESS OVERVIEW
                       FIGURE 56 IBM: COMPANY SNAPSHOT
                       TABLE 226 IBM: SOLUTIONS/SERVICES OFFERED
                       TABLE 227 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 228 IBM: DEALS
             11.2.3 GOOGLE
                       TABLE 229 GOOGLE: BUSINESS OVERVIEW
                       FIGURE 57 GOOGLE: COMPANY SNAPSHOT
                       TABLE 230 GOOGLE: SOLUTIONS/SERVICES OFFERED
                       TABLE 231 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 232 GOOGLE: DEALS
             11.2.4 AWS
                       TABLE 233 AWS: BUSINESS OVERVIEW
                       FIGURE 58 AWS: COMPANY SNAPSHOT
                       TABLE 234 AWS: SOLUTIONS/SERVICES OFFERED
                       TABLE 235 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 236 AWS: DEALS
             11.2.5 NUTANIX
                       TABLE 237 NUTANIX: BUSINESS OVERVIEW
                       FIGURE 59 NUTANIX: COMPANY SNAPSHOT
                       TABLE 238 NUTANIX: SOLUTIONS/SERVICES OFFERED
                       TABLE 239 NUTANIX: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 240 NUTANIX: DEALS
             11.2.6 SYNAPTICS
                       TABLE 241 SYNAPTICS: BUSINESS OVERVIEW
                       FIGURE 60 SYNAPTICS: COMPANY SNAPSHOT
                       TABLE 242 SYNAPTICS: SOLUTIONS/SERVICES OFFERED
                       TABLE 243 SYNAPTICS: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 244 SYNAPTICS: DEALS
             11.2.7 GORILLA TECHNOLOGY
                       TABLE 245 GORILLA TECHNOLOGY: BUSINESS OVERVIEW
                       FIGURE 61 GORILLA TECHNOLOGY: COMPANY SNAPSHOT
                       TABLE 246 GORILLA TECHNOLOGY: SOLUTIONS/SERVICES OFFERED
                       TABLE 247 GORILLA TECHNOLOGY: DEALS
                       TABLE 248 GORILLA TECHNOLOGY: OTHERS
             11.2.8 VEEA
                       TABLE 249 VEEA: BUSINESS OVERVIEW
                       TABLE 250 VEEA: SOLUTIONS/SERVICES OFFERED
                       TABLE 251 VEEA: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 252 VEEA: DEALS
             11.2.9 ANAGOG
                       TABLE 253 ANAGOG: BUSINESS OVERVIEW
                       TABLE 254 ANAGOG: SOLUTIONS/SERVICES OFFERED
                       TABLE 255 ANAGOG: OTHERS
             11.2.10 IMAGIMOB
                       TABLE 256 IMAGIMOB: BUSINESS OVERVIEW
                       TABLE 257 IMAGIMOB: SOLUTIONS/SERVICES OFFERED
                       TABLE 258 IMAGIMOB: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 259 IMAGIMOB: DEALS
             11.2.11 TIBCO SOFTWARE
                       TABLE 260 TIBCO SOFTWARE: BUSINESS OVERVIEW
                       TABLE 261 TIBCO: SOLUTIONS/SERVICES OFFERED
                       TABLE 262 TIBCO SOFTWARE: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 263 TIBCO SOFTWARE: DEALS
             11.2.12 OCTONION
                       TABLE 264 OCTONION: BUSINESS OVERVIEW
                       TABLE 265 OCTONION: SOLUTIONS/SERVICES OFFERED
                       TABLE 266 OCTONION: PRODUCT LAUNCHES AND ENHANCEMENTS
             11.2.13 AZION
             11.2.14 BRAGI
             11.2.15 BLAIZE
             11.2.16 TACT.AI
             11.2.17 EKINOPS
             11.2.18 CLEARBLADE
             11.2.19 ALEF EDGE
             11.2.20 JOHNSON CONTROLS
*Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View might not be captured in case of unlisted companies.
     11.3 STARTUP/SME PROFILES 
             11.3.1 BYTELAKE
             11.3.2 RENESAS ELECTRONICS
             11.3.3 DECI AI
             11.3.4 EDGEWORX
             11.3.5 NSTREAM
             11.3.6 INVISION AI
             11.3.7 HORIZON ROBOTICS
             11.3.8 KNERON
             11.3.9 DEEPBRAINZ
             11.3.10 ADAPDIX
 
12 ADJACENT AND RELATED MARKETS (Page No. - 306)
     12.1 INTRODUCTION 
     12.2 EDGE COMPUTING MARKET 
             12.2.1 MARKET DEFINITION
             12.2.2 MARKET OVERVIEW
             12.2.3 EDGE COMPUTING MARKET, BY COMPONENT
                       TABLE 267 EDGE COMPUTING MARKET, BY COMPONENT, 2018–2022 (USD MILLION)
                       TABLE 268 EDGE COMPUTING MARKET, BY COMPONENT, 2023–2028 (USD MILLION)
             12.2.4 EDGE COMPUTING MARKET, BY APPLICATION
                       TABLE 269 EDGE COMPUTING MARKET, BY APPLICATION, 2018–2022 (USD MILLION)
                       TABLE 270 EDGE COMPUTING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
             12.2.5 EDGE COMPUTING MARKET, BY ORGANIZATION SIZE
                       TABLE 271 EDGE COMPUTING MARKET, BY ORGANIZATION SIZE, 2018–2022 (USD MILLION)
                       TABLE 272 EDGE COMPUTING MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION)
             12.2.6 EDGE COMPUTING MARKET, BY VERTICAL
                       TABLE 273 EDGE COMPUTING MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                       TABLE 274 EDGE COMPUTING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
             12.2.7 EDGE COMPUTING MARKET, BY REGION
                       TABLE 275 EDGE COMPUTING MARKET, BY REGION, 2018–2022 (USD MILLION)
                       TABLE 276 EDGE COMPUTING MARKET, BY REGION, 2023–2028 (USD MILLION)
     12.3 ARTIFICIAL INTELLIGENCE MARKET 
             12.3.1 MARKET DEFINITION
             12.3.2 MARKET OVERVIEW
                       TABLE 277 ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y GROWTH)
                       TABLE 278 ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2023–2030 (USD BILLION, Y-O-Y GROWTH)
             12.3.3 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING
                       TABLE 279 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                       TABLE 280 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2023–2030 (USD MILLION)
                       TABLE 281 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2017–2022 (USD MILLION)
                       TABLE 282 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2023–2030 (USD MILLION)
                       TABLE 283 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2017–2022 (USD MILLION)
                       TABLE 284 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2023–2030 (USD MILLION)
                       TABLE 285 PREDICTIVE ANALYTICS MARKET, BY SERVICE, 2015–2020 (USD MILLION)
                       TABLE 286 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2017–2022 (USD MILLION)
                       TABLE 287 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2023–2030 (USD MILLION)
                       TABLE 288 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION)
                       TABLE 289 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT, 2023–2030 (USD MILLION)
                       TABLE 290 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2017–2022 (USD MILLION)
                       TABLE 291 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2023–2030 (USD MILLION)
                       TABLE 292 ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
                       TABLE 293 ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2023–2030 (USD MILLION)
             12.3.4 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE
                       TABLE 294 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                       TABLE 295 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
                       TABLE 296 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
                       TABLE 297 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
             12.3.5 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION
                       TABLE 298 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)
                       TABLE 299 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION)
             12.3.6 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL
                       TABLE 300 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
                       TABLE 301 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
             12.3.7 ARTIFICIAL INTELLIGENCE MARKET, BY REGION
                       TABLE 302 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
                       TABLE 303 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
 
13 APPENDIX (Page No. - 322)
     13.1 DISCUSSION GUIDE 
     13.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 
     13.3 CUSTOMIZATION OPTIONS 
     13.4 RELATED REPORTS 
     13.5 AUTHOR DETAILS 

The research study for the edge AI software market involved the use of extensive secondary sources and directories, as well as various reputed open-source databases, to identify and collect information useful for this technical and market-oriented study. In-depth interviews were conducted with various primary respondents, including key opinion leaders, subject matter experts, high-level executives of multiple companies providing edge AI software offerings, and industry consultants to obtain and verify critical qualitative and quantitative information and assess the market prospects and industry trends.

Secondary Research

In the secondary research process, various sources were referred to for identifying and collecting information for this study. Secondary sources included annual reports, press releases, and investor presentations of companies; white papers, journals, and certified publications; and articles from recognized authors, directories, and databases. The data was also collected from other secondary sources, such as the Data Science Journal, Institute of Electrical and Electronics Engineers (IEEE) Journals and magazines,  and other magazines. Secondary research was mainly used to obtain key information about the industry’s value chain and supply chain to identify key players based on solutions, services, and market classification and segmentation according to offerings of major players, industry trends related to offering, data type, verticals, and region, and key developments from both market and technology-oriented perspectives.

Primary Research

In the primary research process, various primary sources from the supply and demand sides of the edge AI software market ecosystem were interviewed to obtain qualitative and quantitative information for this study. The primary sources from the supply side included industry experts, such as chief executive officers (CEOs), vice presidents (VPs), marketing directors, technology and innovation directors, and related key executives from various vendors providing edge AI software offerings; associated service providers; and system integrators operating in the targeted regions. All possible parameters that affect the market 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.

After the complete market engineering (including calculations for market statistics, market breakup, market size estimations, market forecast, and data triangulation), extensive primary research was conducted to gather information and verify and validate the critical numbers arrived at. Primary research was also undertaken to identify and validate the segmentation types; industry trends; key players; the market's competitive landscape, and key market dynamics, such as drivers, restraints, opportunities, challenges, industry trends, and key strategies.

In the complete market engineering process, the top-down and bottom-up approaches and several data triangulation methods were extensively used to perform the market estimation and market forecast for the overall market segments and subsegments listed in this report. Extensive qualitative and quantitative analysis was performed on the complete market engineering process to record the critical information/insights throughout the report.

The following is the breakup of primary profiles:

Edge AI Software Market Size, and Share

To know about the assumptions considered for the study, download the pdf brochure

Market Size Estimation

For making market estimates and forecasting the edge AI software market and the other dependent submarkets, top-down and bottom-up approaches were used. The bottom-up procedure was used to arrive at the overall market size of the global edge AI software market, using the revenue from the key companies and their offerings in the market. With data triangulation and validation through primary interviews, this study determined and confirmed the exact value of the overall parent market size. The overall market size was then used in the top-down procedure to estimate the size of other individual markets via percentage splits of the market segments.

The top-down approach prepared an exhaustive list of all the vendors offering edge AI software. The revenue contribution of the market vendors was estimated through annual reports, press releases, funding, investor presentations, paid databases, and primary interviews. Each vendor’s offerings were evaluated based on the breadth of solution and service offerings, cloud types, organization sizes, and verticals. The aggregate of all the companies' revenues was extrapolated to reach the overall market size. Each subsegment was studied and analyzed for its global market size and regional penetration. The markets were triangulated through both primary and secondary research. The primary procedure included extensive interviews for key insights from industry leaders, such as CIOs, CEOs, VPs, directors, and marketing executives. The market numbers were further triangulated with the existing MarketsandMarkets repository for validation.

In the bottom-up approach, the adoption rate of edge AI software solutions, and services among different end-users in key countries with respect to their regions contributing the most to the market share was identified. For cross-validation, the adoption of edge AI software solutions, and services among industries, along with different use cases with respect to their regions, was identified and extrapolated. Weightage was given to use cases identified in different regions for the market size calculation.

All the possible parameters that affect the market covered in the research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data. The data is consolidated and added with detailed inputs and analysis from MarketsandMarkets.

  • The pricing trend is assumed to vary over time.
  • All the forecasts are made with the standard assumption that the accepted currency is USD.
  • For the conversion of various currencies to USD, average historical exchange rates are used according to the year specified. For all the historical and current exchange rates required for calculations and currency conversions, the US Internal Revenue Service’s website is used.
  • All the forecasts are made under the standard assumption that the globally accepted currency, USD, remains constant during the next five years.
  • Vendor-side analysis: The market size estimates of associated solutions and services are factored in from the vendor side by assuming an average of licensing and subscription-based models of leading and innovative vendors.
  • Demand/end-user analysis: End users operating in verticals across regions are analyzed in terms of market spending on edge AI software solutions and services based on some of the key use cases. These factors for the edge AI software tool industry per region are separately analyzed, and the average spending was extrapolated with an approximation based on assumed weightage. This factor is derived by averaging various market influencers, including recent developments, regulations, mergers and acquisitions, enterprise/SME adoption, startup ecosystem, IT spending, technology propensity and maturity, use cases, and the estimated number of organizations per region.

Market Size Estimation: Top Down And Bottom Up Approach

Edge AI Software Market Size, and Share

Data Triangulation

After arriving at the overall market size using the market size estimation processes as explained above, the market was split into several segments and subsegments. To complete the overall market engineering process and arrive at the exact statistics of each market segment and subsegment, data triangulation and market breakup procedures were employed, wherever applicable. The overall market size was then used in the top-down procedure to estimate the size of other individual markets via percentage splits of the market segmentation.

Market Definition

As per Vector ITC, edge AI is a system using ML algorithms for processing data generated by a hardware device at the local level. The device does not need to be connected to the Internet to process such data and make decisions in real-time, in a matter of milliseconds. Hence, it reduces the communication costs derived from the cloud model. In other words, edge AI takes the data and its processing to the closest point of interaction with the user, whether it is a computer, an IoT device, or an edge server.

Key Stakeholders

  • Edge AI software vendors
  • Edge AI servvice vendors
  • Managed service providers
  • Support and maintenance service providers
  • System Integrators (SIs)/migration service providers
  • Value-Added Resellers (VARs) and distributors
  • Distributors and Value-added Resellers (VARs)
  • System Integrators (SIs)
  • Independent Software Vendors (ISV)
  • Third-party providers
  • Technology providers

Report Objectives

  • To define, describe, and predict the Edge AI software market by offering, data type, verticals, and region
  • To provide detailed information related to major factors (drivers, restraints, opportunities, and industry-specific challenges) influencing the market growth
  • To analyze the micro markets with respect to individual growth trends, prospects, and their contribution to the total market
  • To analyze the opportunities in the market for stakeholders by identifying the high-growth segments of the market
  • To analyze opportunities in the market and provide details of the competitive landscape for stakeholders and market leaders
  • To forecast the market size of segments for five main regions: North America, Europe, Asia Pacific, Middle East & Africa, and Latin America
  • To profile key players and comprehensively analyze their market rankings and core competencies
  • To analyze competitive developments, such as partnerships, new product launches, and mergers and acquisitions, in the Edge AI software market

Available Customizations

With the given market data, MarketsandMarkets offers customizations as per the company’s specific needs. The following customization options are available for the report:

Product Analysis

  • Product matrix provides a detailed comparison of the product portfolio of each company

Geographic Analysis

  • Further breakup of the North American market for edge AI software
  • Further breakup of the European market for edge AI software
  • Further breakup of the Asia Pacific market for edge AI software
  • Further breakup of the Latin American market for edge AI software
  • Further breakup of the Middle East & Africa market for edge AI software

Company Information

  • Detailed analysis and profiling of additional market players (up to five)
Custom Market Research Services

We will customize the research for you, in case the report listed above does not meet with your exact requirements. Our custom research will comprehensively cover the business information you require to help you arrive at strategic and profitable business decisions.

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Report Code
TC 6908
Published ON
Nov, 2023
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