Edge AI Software Market by Component (Solution and Services), Data Source (Video & Image Recognition, Mobile Data), Organization Size, Vertical (Energy & Utilities, Manufacturing, Healthcare & Life Sciences) and Region - Global Forecast to 2027

Edge AI Software Market by Component (Solution and Services), Data Source (Video & Image Recognition, Mobile Data), Organization Size, Vertical (Energy & Utilities, Manufacturing, Healthcare & Life Sciences) and Region - Global Forecast to 2027

The edge AI software market size is pegged to grow from USD 0.8 billion in 2022 to USD 3.1 billion by 2027, at a compound annual growth rate (CAGR) of 28.9% during the forecast period. Some factors driving the growth of the edge AI software market are ever-increasing enterprise workloads on the cloud, rapid growth in the number of intelligent applications, and exponentially growing data volume and network traffic.

The edge AI software market has been divided into solutions and services based on components. Edge AI software solutions assist businesses in automating operational tasks, increasing efficiency, and lowering costs. Edge AI software solutions include software tools and platforms, while services include training and consulting, system integration and testing, and support and maintenance.

Integrated solutions to register for the largest market size during the forecast period

Based on solutions, the edge AI market is segmented into Integrated Solutions and Standalone Solutions. The integration of digitalization or AI and Edge technologies in a single system or process is known as edge AI. Mostly Edge computing is integrated with technologies such as natural language processing (NLP), deep learning, and machine learning (ML). Edge AI simulates the machine operator’s behavior, while artificial intelligence or machine learning helps in decision-making by analyzing the data. Edge computing solutions, along with AI, can do data processing of semi-structured and unstructured data. Edge AI integrates each system, machine, and resource in the whole process, so real-time data is readily available at any time from any place. As the whole system is integrated, the machine operator can easily send commands to the machines or instructions to another machine operator.

SMEs to register higher CAGR during the forecast period

Based on organization size, the edge AI software market has been segmented into SMEs and large enterprises. SMEs are enterprises with an employee strength of 1–1,000, while large enterprises have an employee strength of more than 1,000. SMEs have a low marketing budget and often lack the resources and capabilities for effective marketing orchestration. With limited budgets, SMEs try to scale up their business through cost-effective techniques to generate maximum RoI from their spending. The intense competitive market has encouraged SMEs to invest in edge AI solutions and services, grow their productivity, and reduce costs. These enterprises are aggressively opting for edge AI due to flexibility, cost-effectiveness, lower technology risks, resource utilization scalability, and improved organizational productivity. Increasing awareness about the advantages of using AI within SMEs can help boost the market growth.

Asia Pacific to witness the highest CAGR during the forecast period

Based on regions, the Edge AI market is segmented into North America, Asia Pacific, Europe, Middle East & Africa and Latin America. The region is expected to grow at the highest CAGR in the next few years in the edge AI software market because of its growing technology adoption rate. More than 50% of the world’s population resides in Asia Pacific; therefore, any major technological shifts are likely to shape the future of the region. Many Asian countries such as China, India, and Japan are leveraging the benefits of information-intensive AI and ML technologies for different verticals. IBM, Microsoft, Google, and AWS, along with several other significant edge AI solution providers, dominate the edge AI software market in this region. Google and AWS have built data centers in Singapore to minimize latency.

The major countries in Asia Pacific are technology-driven and offer huge investment and revenue opportunities. These major countries include China, Japan, India, and Singapore. The companies operating in the region would benefit from flexible economic conditions, industrialization- and globalization-motivated policies of governments, and digitalization, which are expected to have a huge impact on the business community in the region. Other countries/areas, such as Australia, South Korea, Hong Kong, Indonesia, and Malaysia, look forward to incorporating new technologies into their businesses.

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 frontline workers training market.

By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%

By Designation: C-Level Executives: 35%, D-Level Executives: 25%, and Managers: 40%

By Region: Asia Pacific: 30%, Europe: 20%, North America: 45%, and Rest of the World: 5%

The report includes the study of key players offering Edge AI Software solutions. 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), TIBCO (US), Octonion (Switzerland), Imagimob (Sweden), Anagog (Israel), Veea (US), Gorilla Technology (China), Foghorn Systems (Ireland), Azion (US), Bragi (Germany), Tact.ai (US), SixSq (Geneva), Clearblade (US), Alef Edge (US), Adapdix (US), byteLAKE (Poland), Reality AI (US), Deci (Israel), Edgeworx (US), Swim (US), Invision AI (Canada), Horizon Robotics (China), Kneron (US), and DeepBrainz (India).

Research coverage

The new research study includes the market drivers for each segment and region in the edge AI software market. The market dynamics and industry trends have been updated. A few sections, such as vertical-wise use cases, government regulations, patent analysis, pricing analysis for 2022, supply chain, architecture, and ecosystem, have been updated as per the latest trends. The new study also comprises operational drivers for adoption in each segment and region. The new research study features 31 players as compared to 30 in the previous version. Updated financial information/product portfolio of players: The new edition of the report provides updated financial information in the context of the edge AI software market till 2021–2022 for each listed company in graphical representation. The new research study includes the updated market developments of profiled players, including those from 2020 to 2022. The new study includes quantitative data for historical years (2017–2021), base year (2021), and forecast years (2022–2027). The new study also includes quantitative data from adjacent markets.

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.


  • INTRODUCTION
    • STUDY OBJECTIVES
    • MARKET DEFINITION
      • INCLUSIONS AND EXCLUSIONS
    • STUDY SCOPE
      • MARKET SEGMENTATION
      • REGIONS COVERED
    • YEARS CONSIDERED
    • CURRENCY CONSIDERED
      • Table UNITED STATES DOLLAR EXCHANGE RATE, 2018-2020
    • STAKEHOLDERS
    • SUMMARY OF CHANGES
  • RESEARCH METHODOLOGY
    • RESEARCH DATA
      • SECONDARY DATA
      • PRIMARY DATA
        • Table PRIMARY INTERVIEWS
    • MARKET BREAKUP AND DATA TRIANGULATION
    • MARKET SIZE ESTIMATION
      • TOP-DOWN APPROACH
      • BOTTOM-UP APPROACH
    • MARKET FORECAST
      • Table FACTOR ANALYSIS
    • EVALUATION MATRIX METHODOLOGY FOR KEY PLAYERS
    • EVALUATION MATRIX METHODOLOGY FOR STARTUPS/SMES
    • RESEARCH ASSUMPTIONS
    • LIMITATIONS AND RISK ASSESSMENT
  • EXECUTIVE SUMMARY
    • Table GLOBAL EDGE AI SOFTWARE MARKET SIZE AND GROWTH RATE, 2018-2021 (USD MILLION, Y-O-Y %)
    • Table GLOBAL EDGE AI SOFTWARE MARKET SIZE AND GROWTH RATE, 2022-2027 (USD MILLION, Y-O-Y %)
  • PREMIUM INSIGHTS
    • ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN EDGE AI SOFTWARE MARKET
    • EDGE AI SOFTWARE MARKET, BY DATA SOURCE
    • NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY COMPONENT AND VERTICAL
    • EDGE AI SOFTWARE MARKET, BY REGION
  • MARKET OVERVIEW AND INDUSTRY TRENDS
    • INTRODUCTION
    • EDGE AI SOFTWARE MARKET EVOLUTION
    • EDGE AI SOFTWARE MARKET ARCHITECTURE
    • MARKET DYNAMICS
      • DRIVERS
      • RESTRAINTS
      • OPPORTUNITIES
      • CHALLENGES
    • ECOSYSTEM ANALYSIS
    • CASE STUDY ANALYSIS
      • HEALTHCARE AND LIFE SCIENCES
      • GOVERNMENT AND PUBLIC SECTOR
      • MANUFACTURING
      • TRANSPORTATION AND LOGISTICS
      • ENERGY AND UTILITIES
      • TELECOM
      • OTHER VERTICALS
    • SUPPLY CHAIN ANALYSIS
      • Table SUPPLY CHAIN ANALYSIS
    • REGULATORY IMPLICATIONS
      • GENERAL DATA PROTECTION REGULATION
      • HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT
      • FEDERAL TRADE COMMISSION ACT OF 1914
      • FEDERAL COMMUNICATIONS COMMISSION (FCC)
      • INTERNATIONAL ORGANIZATION FOR STANDARDIZATION AND INTERNATIONAL ELECTROTECHNICAL COMMISSION - ISO/IEC JTC 1/SC 42
      • AIRAWAT (AI RESEARCH, ANALYTICS, AND KNOWLEDGE ASSIMILATION)
    • PATENT ANALYSIS
      • METHODOLOGY
      • DOCUMENT TYPE
        • Table PATENTS FILED, 2019-2022
      • INNOVATION AND PATENT APPLICATIONS
      • TOP APPLICANTS
    • KEY CONFERENCES AND EVENTS, 2022-2023
      • Table DETAILED LIST OF CONFERENCES AND EVENTS, 2022-2023
    • TECHNOLOGY ANALYSIS
      • EDGE AI AND INTERNET OF THINGS ( IOT)
      • EDGE AI AND 5G
      • EDGE AI AND BLOCKCHAIN
      • AUGMENTED REALITY/VIRTUAL REALITY (AR/VR)
    • PRICING ANALYSIS
      • Table AVERAGE SELLING PRICE ANALYSIS, 2022
    • PORTER'S FIVE FORCES ANALYSIS
      • Table IMPACT OF PORTER'S FIVE FORCES ON EDGE AI SOFTWARE MARKET
      • THREAT OF NEW ENTRANTS
      • THREAT OF SUBSTITUTES
      • BARGAINING POWER OF SUPPLIERS
      • BARGAINING POWER OF BUYERS
      • INTENSITY OF COMPETITIVE RIVALRY
    • TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF EDGE AI SOFTWARE SOLUTIONS AND SERVICES
    • KEY STAKEHOLDERS AND BUYING CRITERIA
      • KEY STAKEHOLDERS IN BUYING PROCESS
        • Table INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
      • BUYING CRITERIA
        • Table KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
  • EDGE AI SOFTWARE MARKET, BY COMPONENT
    • INTRODUCTION
      • COMPONENTS: EDGE AI SOFTWARE MARKET DRIVERS
        • Table EDGE AI SOFTWARE MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
        • Table EDGE AI SOFTWARE MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
    • SOLUTIONS
      • Table EDGE AI SOFTWARE MARKET, BY SOLUTION, 2018-2021 (USD MILLION)
      • Table EDGE AI SOFTWARE MARKET, BY SOLUTION, 2022-2027 (USD MILLION)
      • Table SOLUTIONS: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
      • Table SOLUTIONS: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • STANDALONE
        • Table STANDALONE: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table STANDALONE: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • INTEGRATED
        • Table INTEGRATED: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table INTEGRATED: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
    • SERVICES
      • Table EDGE AI SOFTWARE MARKET, BY SERVICE, 2018-2021 (USD MILLION)
      • Table EDGE AI SOFTWARE MARKET, BY SERVICE, 2022-2027 (USD MILLION)
      • Table SERVICES: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
      • Table SERVICES: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • TRAINING & CONSULTING
        • Table TRAINING AND CONSULTING: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table TRAINING AND CONSULTING: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • SYSTEM INTEGRATION & IMPLEMENTATION
        • Table SYSTEM INTEGRATION & IMPLEMENTATION: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table SYSTEM INTEGRATION & IMPLEMENTATION: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • SUPPORT & MAINTENANCE
        • Table SUPPORT & MAINTENANCE: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table SUPPORT & MAINTENANCE: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
  • EDGE AI SOFTWARE MARKET, BY DATA SOURCE
    • INTRODUCTION
      • DATA SOURCES: EDGE AI SOFTWARE MARKET DRIVERS
        • Table EDGE AI SOFTWARE MARKET, BY DATA SOURCE, 2018-2021 (USD MILLION)
        • Table EDGE AI SOFTWARE MARKET, BY DATA SOURCE, 2022-2027 (USD MILLION)
    • VIDEO & IMAGE RECOGNITION
      • GROWING NEED FOR IMPROVED RESPONSE TIME AND BANDWIDTH SAVINGS
        • Table VIDEO & IMAGE RECOGNITION: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table VIDEO & IMAGE RECOGNITION: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
    • IRIS & FACIAL DATA
      • GROWING DEMAND FOR ENHANCED VERIFICATION PERFORMANCE AND REDUCED ENROLLMENT FAILURE
        • Table IRIS AND FACIAL DATA: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table IRIS AND FACIAL DATA: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
    • SENSOR DATA
      • INCREASING NEED TO ANALYZE SENSOR DATA TO ENABLE USERS PREDICT OUTCOME AND CAPTURE SYNCHRONIZED MOTION SENSOR DATA
        • Table SENSOR DATA: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table SENSOR DATA: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
    • MOBILE DATA
      • GROWING POPULARITY OF SMARTPHONES COUPLED WITH NEED TO MANAGE SOARING SOCIAL MEDIA DATA
        • Table MOBILE DATA: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table MOBILE DATA: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
    • SPEECH RECOGNITION
      • EDGE AI SOFTWARE TO OFFER HUGE OPPORTUNITIES AND PROVIDE BETTER USER EXPERIENCE
        • Table SPEECH RECOGNITION: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table SPEECH RECOGNITION: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
  • EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE
    • INTRODUCTION
      • ORGANIZATION SIZES: EDGE AI SOFTWARE MARKET DRIVERS
        • Table EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
        • Table EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
    • LARGE ENTERPRISES
      • AVAILABILITY OF IT INFRASTRUCTURE AND RISING NEED TO MANAGE PARTNERS
        • Table LARGE ENTERPRISES: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table LARGE ENTERPRISES: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
    • SMALL AND MEDIUM-SIZED ENTERPRISES
      • GROWING MARKET SHARE OF SMES ACROSS KEY INDUSTRIAL SECTORS
        • Table SMES: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table SMES: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
  • EDGE AI SOFTWARE MARKET, BY VERTICAL
    • INTRODUCTION
      • VERTICALS: EDGE AI SOFTWARE MARKET DRIVERS
    • ENTERPRISE USE CASES
      • Table EDGE AI SOFTWARE MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
      • Table EDGE AI SOFTWARE MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
    • GOVERNMENT & PUBLIC SECTOR
      • RISING NEED TO IMPROVE PUBLIC SAFETY AND MANAGE TRAFFIC
        • Table GOVERNMENT & PUBLIC SECTOR: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table GOVERNMENT & PUBLIC SECTOR: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • GOVERNMENT & PUBLIC SECTOR VERTICAL SUBAPPLICATIONS OF EDGE AI SOFTWARE
        • Table GOVERNMENT & PUBLIC SECTOR: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2018-2021 (USD MILLION)
        • Table GOVERNMENT & PUBLIC SECTOR: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2022-2027 (USD MILLION)
    • MANUFACTURING
      • EDGE AI SOFTWARE TO OFFER PREDICTIVE MAINTENANCE TECHNIQUES TO MANUFACTURING FIRMS
        • Table MANUFACTURING: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table MANUFACTURING: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • MANUFACTURING VERTICAL SUBAPPLICATIONS OF EDGE AI SOFTWARE
        • Table MANUFACTURING: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2018-2021 (USD MILLION)
        • Table MANUFACTURING: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2022-2027 (USD MILLION)
    • HEALTHCARE & LIFE SCIENCES
      • RISING NEED TO SECURE SENSITIVE PATIENT DATA AND ENHANCE SERVICE
        • Table HEALTHCARE & LIFE SCIENCES: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table HEALTHCARE & LIFE SCIENCES: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • HEALTHCARE & LIFE SCIENCES VERTICAL SUBAPPLICATIONS OF EDGE AI SOFTWARE
        • Table HEALTHCARE & LIFE SCIENCES: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2018-2021 (USD MILLION)
        • Table HEALTHCARE & LIFE SCIENCES: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2022-2027 (USD MILLION)
    • ENERGY & UTILITIES
      • EDGE AI SOFTWARE SOLUTIONS TO OFFER ENHANCED PRODUCTION AND SAFETY
        • Table ENERGY & UTILITIES: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table ENERGY & UTILITIES: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • ENERGY & UTILITIES VERTICAL SUBAPPLICATIONS OF EDGE AI SOFTWARE
        • Table ENERGY & UTILITIES: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2018-2021 (USD MILLION)
        • Table ENERGY & UTILITIES: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2022-2027 (USD MILLION)
    • TELECOM
      • EDGE AI SOFTWARE TO HELP TELECOM COMPANIES PROTECT CUSTOMER DATA AND ENHANCE EFFICIENCY
        • Table TELECOM: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table TELECOM: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • TELECOM VERTICAL SUBAPPLICATIONS OF EDGE AI SOFTWARE
        • Table TELECOM: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2018-2021 (USD MILLION)
        • Table TELECOM: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2022-2027 (USD MILLION)
    • MEDIA & ENTERTAINMENT
      • RISING DEMAND FOR EFFECTIVE VIDEO ADVERTISEMENTS AND BETTER CONTENT DELIVERY
        • Table MEDIA & ENTERTAINMENT: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table MEDIA & ENTERTAINMENT: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • MEDIA & ENTERTAINMENT VERTICAL SUBAPPLICATIONS OF EDGE AI SOFTWARE
        • Table MEDIA & ENTERTAINMENT: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2018-2021 (USD MILLION)
        • Table MEDIA & ENTERTAINMENT: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2022-2027 (USD MILLION)
    • TRANSPORTATION & LOGISTICS
      • PRIORITIZING IMPROVEMENT IN VEHICLE ROUTING AND CUSTOMER SAFETY
        • Table TRANSPORTATION & LOGISTICS: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table TRANSPORTATION & LOGISTICS: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • TRANSPORTATION & LOGISTICS VERTICAL SUBAPPLICATIONS OF EDGE AI SOFTWARE
        • Table TRANSPORTATION & LOGISTICS: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2018-2021 (USD MILLION)
        • Table TRANSPORTATION & LOGISTICS: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2022-2027 (USD MILLION)
    • OTHER VERTICALS
      • Table OTHER VERTICALS: EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
      • Table OTHER VERTICALS: EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
      • OTHER VERTICALS SUBAPPLICATIONS OF EDGE AI SOFTWARE
        • Table OTHER VERTICALS: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2018-2021 (USD MILLION)
        • Table OTHER VERTICALS: EDGE AI SOFTWARE MARKET, BY SUBAPPLICATION, 2022-2027 (USD MILLION)
  • EDGE AI SOFTWARE MARKET, BY REGION
    • INTRODUCTION
      • KEY REGIONS: EDGE AI SOFTWARE MARKET DRIVERS
        • Table EDGE AI SOFTWARE MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table EDGE AI SOFTWARE MARKET, BY REGION, 2022-2027 (USD MILLION)
    • NORTH AMERICA
      • NORTH AMERICA: REGULATIONS
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY SOLUTION, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY SOLUTION, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY SERVICE, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY DATA SOURCE, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY DATA SOURCE, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • US
      • CANADA
    • EUROPE
      • EUROPE: REGULATIONS
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY SOLUTION, 2018-2021 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY SOLUTION, 2022-2027 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY SERVICE, 2018-2021 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY DATA SOURCE, 2018-2021 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY DATA SOURCE, 2022-2027 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2018-2021 (USD MILLION)
        • Table EUROPE: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • UK
      • GERMANY
      • FRANCE
      • ITALY
      • REST OF EUROPE
    • ASIA PACIFIC
      • ASIA PACIFIC: REGULATIONS
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY SOLUTION, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY SOLUTION, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY SERVICE, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY DATA SOURCE, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY DATA SOURCE, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • CHINA
      • JAPAN
      • INDIA
      • SINGAPORE
      • REST OF ASIA PACIFIC
    • MIDDLE EAST & AFRICA
      • MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET DRIVERS
      • MIDDLE EAST & AFRICA: REGULATIONS
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SOLUTION, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SOLUTION, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SERVICE, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY DATA SOURCE, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY DATA SOURCE, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • UAE
      • SAUDI ARABIA
      • SOUTH AFRICA
      • ISRAEL
      • REST OF MIDDLE EAST & AFRICA
    • LATIN AMERICA
      • LATIN AMERICA: EDGE AI SOFTWARE MARKET DRIVERS
      • LATIN AMERICA: REGULATIONS
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY SOLUTION, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY SOLUTION, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY SERVICE, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY DATA SOURCE, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY DATA SOURCE, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • BRAZIL
      • MEXICO
      • REST OF LATIN AMERICA
  • COMPETITIVE LANDSCAPE
    • OVERVIEW
    • STRATEGIES ADOPTED BY KEY PLAYERS
      • Table OVERVIEW OF STRATEGIES ADOPTED BY KEY EDGE AI VENDORS, 2022
    • REVENUE ANALYSIS
      • HISTORICAL REVENUE ANALYSIS
    • MARKET SHARE ANALYSIS
      • Table EDGE AI SOFTWARE MARKET: DEGREE OF COMPETITION
    • MARKET EVALUATION FRAMEWORK
    • COMPANY EVALUATION QUADRANT FOR KEY PLAYERS, 2021
      • STARS
      • EMERGING LEADERS
      • PERVASIVE PLAYERS
      • PARTICIPANTS
    • COMPETITIVE BENCHMARKING
      • COMPANY PRODUCT FOOTPRINT
        • Table EDGE AI SOFTWARE MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS, 2022
    • EVALUATION QUADRANT FOR STARTUPS/SMES, 2021
      • PROGRESSIVE COMPANIES
      • RESPONSIVE COMPANIES
      • DYNAMIC COMPANIES
      • STARTING BLOCKS
    • COMPETITIVE BENCHMARKING FOR STARTUPS/SMES, 2021
      • COMPANY PRODUCT FOOTPRINT
        • Table EDGE AI SOFTWARE MARKET: COMPETITIVE BENCHMARKING OF STARTUP/SMES, 2022
        • Table EDGE AI SOFTWARE MARKET: DETAILED LIST OF KEY STARTUPS/SMES
    • COMPETITIVE SCENARIO AND TRENDS
      • PRODUCT LAUNCHES
        • Table SERVICE/PRODUCT LAUNCHES, 2019-2022
      • DEALS
        • Table DEALS, 2019-2022
  • COMPANY PROFILES
    • INTRODUCTION
    • KEY PLAYERS
      • MICROSOFT
        • Table MICROSOFT: BUSINESS OVERVIEW
        • Table MICROSOFT: SOLUTIONS/SERVICES OFFERED
        • Table MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table MICROSOFT: DEALS
      • IBM
        • Table IBM: BUSINESS OVERVIEW
        • Table IBM: SOLUTIONS/SERVICES OFFERED
        • Table IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table IBM: DEALS
      • GOOGLE
        • Table GOOGLE: BUSINESS OVERVIEW
        • Table GOOGLE: SOLUTIONS/SERVICES OFFERED
        • Table GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table GOOGLE: DEALS
      • AWS
        • Table AWS: BUSINESS OVERVIEW
        • Table AWS: SOLUTIONS/SERVICES OFFERED
        • Table AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table AWS: DEALS
      • NUTANIX
        • Table NUTANIX: BUSINESS OVERVIEW
        • Table NUTANIX: SOLUTIONS/SERVICES OFFERED
        • Table NUTANIX: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table NUTANIX: DEALS
      • SYNAPTICS
        • Table SYNAPTICS: BUSINESS OVERVIEW
        • Table SYNAPTICS: SOLUTIONS/SERVICES OFFERED
        • Table SYNAPTICS: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table SYNAPTICS: DEALS
      • GORILLA TECHNOLOGY
        • Table GORILLA TECHNOLOGY: BUSINESS OVERVIEW
        • Table GORILLA TECHNOLOGY: SOLUTIONS/SERVICES OFFERED
        • Table GORILLA TECHNOLOGY: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table GORILLA TECHNOLOGY: DEALS
      • TIBCO SOFTWARE
        • Table TIBCO: BUSINESS OVERVIEW
        • Table TIBCO: SOLUTIONS/SERVICES OFFERED
        • Table TIBCO: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table TIBCO: DEALS
      • OCTONION
        • Table OCTONION: BUSINESS OVERVIEW
        • Table OCTONION: SOLUTIONS/SERVICES OFFERED
        • Table OCTONION: PRODUCT LAUNCHES AND ENHANCEMENTS
      • IMAGIMOB
        • Table IMAGIMOB: BUSINESS OVERVIEW
        • Table IMAGIMOB: SOLUTIONS/SERVICES OFFERED
        • Table IMAGIMOB: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table IMAGIMOB: DEALS
      • ANAGOG
        • Table ANAGOG: BUSINESS OVERVIEW
        • Table ANAGOG: SOLUTIONS/SERVICES OFFERED
        • Table ANAGOG: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table ANAGOG: DEALS
      • VEEA
        • Table VEEA: BUSINESS OVERVIEW
        • Table VEEA: SOLUTIONS/SERVICES OFFERED
        • Table VEEA: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table VEEA: DEALS
      • FOGHORN SYSTEMS
      • AZION
      • BRAGI
      • TACT.AI
      • SIXSQ
      • CLEARBLADE
      • ALEF EDGE
      • ADAPDIX
    • STARTUPS/SMES
      • BYTELAKE
      • REALITY AI
      • DECI
      • EDGEWORX
      • SWIM
      • INVISION AI
      • HORIZON ROBOTICS
      • KNERON
      • DEEPBRAINZ
      • STRATAHIVE
  • ADJACENT AND RELATED MARKETS
    • INTRODUCTION
    • EDGE COMPUTING MARKET - GLOBAL FORECAST TO 2027
      • MARKET DEFINITION
      • MARKET OVERVIEW
        • Table EDGE COMPUTING MARKET, BY COMPONENT, 2016-2020 (USD MILLION)
        • Table EDGE COMPUTING MARKET, BY COMPONENT, 2021-2026 (USD MILLION)
        • Table EDGE COMPUTING MARKET, BY APPLICATION, 2016-2020 (USD MILLION)
        • Table EDGE COMPUTING MARKET, BY APPLICATION, 2021-2026 (USD MILLION)
        • Table EDGE COMPUTING MARKET, BY ORGANIZATION SIZE, 2016-2020 (USD MILLION)
        • Table EDGE COMPUTING MARKET, BY ORGANIZATION SIZE, 2021-2026 (USD MILLION)
        • Table EDGE COMPUTING MARKET, BY VERTICAL, 2016-2020 (USD MILLION)
        • Table EDGE COMPUTING MARKET, BY VERTICAL, 2021-2026 (USD MILLION)
        • Table EDGE COMPUTING MARKET, BY REGION, 2016-2020 (USD MILLION)
        • Table EDGE COMPUTING MARKET, BY REGION, 2021-2027 (USD MILLION)
    • ARTIFICIAL INTELLIGENCE MARKET - GLOBAL FORECAST TO 2027
      • MARKET DEFINITION
      • MARKET OVERVIEW
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022-2027 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022-2027 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022-2027 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION)
  • APPENDIX
    • INDUSTRY EXPERTS
    • DISCUSSION GUIDE
    • KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
    • CUSTOMIZATION OPTIONS
    • RELATED REPORTS
    • AUTHOR DETAILS

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