Table of Content

1 INTRODUCTION (Page No. - 29)
    1.1 STUDY OBJECTIVES
    1.2 MARKET DEFINITION
    1.3 MARKET SCOPE
           1.3.1 MARKETS COVERED
                    FIGURE 1 EDGE AI HARDWARE MARKET SEGMENTATION
           1.3.2 INCLUSIONS AND EXCLUSIONS
           1.3.3 REGIONAL SCOPE
           1.3.4 YEARS CONSIDERED
    1.4 CURRENCY CONSIDERED
    1.5 UNITS CONSIDERED
    1.6 LIMITATIONS
    1.7 STAKEHOLDERS
    1.8 SUMMARY OF CHANGES

2 RESEARCH METHODOLOGY (Page No. - 34)
    2.1 RESEARCH DATA
           FIGURE 2 PROCESS FLOW: EDGE AI HARDWARE INDUSTRY SIZE ESTIMATION
           FIGURE 3 EDGE AI HARDWARE MARKET: RESEARCH DESIGN
           2.1.1 SECONDARY AND PRIMARY RESEARCH
           2.1.2 SECONDARY DATA
                    2.1.2.1 Secondary sources
                    2.1.2.2 List of key secondary sources
           2.1.3 PRIMARY DATA
                    2.1.3.1 Primary sources
                    2.1.3.2 Key industry insights
                    2.1.3.3 Primary interviews with experts
                    2.1.3.4 List of key primary respondents
                    2.1.3.5 Breakdown of primaries
    2.2 MARKET SIZE ESTIMATION
           2.2.1 BOTTOM-UP APPROACH
                    2.2.1.1 Demand-side analysis
                               FIGURE 4 EDGE AI HARDWARE ANALYSIS : BOTTOM-UP APPROACH
           2.2.2 TOP-DOWN APPROACH
                    2.2.2.1 Approach to derive market size using top-down analysis
                               FIGURE 5 EDGE AI HARDWARE ANALYSIS : TOP-DOWN APPROACH
    2.3 MARKET BREAKDOWN AND DATA TRIANGULATION
           FIGURE 6 DATA TRIANGULATION
    2.4 RESEARCH ASSUMPTIONS
    2.5 RISK ASSESSMENT
           TABLE 1 ANALYSIS OF RISK FACTORS

3 EXECUTIVE SUMMARY (Page No. - 46)
    FIGURE 7 SMARTPHONES TO DOMINATE MARKET THROUGHOUT FORECAST PERIOD
    FIGURE 8 CONSUMER ELECTRONICS VERTICAL TO COMMAND EDGE AI MARKET FROM 2022 TO 2027
    FIGURE 9 TRAINING SEGMENT TO WITNESS HIGHER CAGR IN MARKET, BY FUNCTION, FROM 2022 TO 2027
    FIGURE 10 ASIA PACIFIC HELD LARGEST SHARE OF MARKET, IN TERMS OF VOLUME, IN 2021

4 PREMIUM INSIGHTS (Page No. - 50)
    4.1 ATTRACTIVE GROWTH OPPORTUNITIES FOR PLAYERS IN EDGE AI HARDWARE MARKET
           FIGURE 11 EMERGENCE OF 5G NETWORKS TO CREATE LUCRATIVE OPPORTUNITIES FOR PROVIDERS OF EDGE AI HARDWARE PRODUCTS
    4.2 MARKET, BY DEVICE
           FIGURE 12 SMARTPHONES TO HOLD LARGEST SHARE OF MARKET, IN TERMS OF VOLUME, IN 2027
    4.3 MARKET, BY VERTICAL
           FIGURE 13 CONSUMER ELECTRONICS TO ACCOUNT FOR LARGEST MARKET SHARE, IN TERMS OF VOLUME, FROM 2022 TO 2027
    4.4 MARKET, BY PROCESSOR
           FIGURE 14 CPU TO CAPTURE LARGEST MARKET SHARE, IN TERMS OF VOLUME, IN 2027
    4.5 MARKET, BY POWER CONSUMPTION
           FIGURE 15 3–5 W EDGE AI HARDWARE HELD LARGEST MARKET SHARE, IN TERMS OF VOLUME, IN 2021
    4.6 MARKET, BY FUNCTION
           FIGURE 16 INFERENCE TO HOLD LARGER MARKET SHARE THAN TRAINING, IN TERMS OF VOLUME, IN 2027
    4.7 GEOGRAPHIC SNAPSHOT OF EDGE AI HARDWARE MARKET REVENUE IMPACT REPORT, 2022–2027
           FIGURE 17 MEXICO TO REGISTER HIGHEST CAGR IN GLOBAL EDGE AI HARDWARE MARKET FROM 2022 TO 2027

5 MARKET OVERVIEW (Page No. - 54)
    5.1 INTRODUCTION
    5.2 MARKET DYNAMICS
           FIGURE 18 EDGE AI HARDWARE MARKET FORECAST : DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
           5.2.1 DRIVERS
                    5.2.1.1 Requirement for low latency and real-time data transmission in mission-critical applications
                    5.2.1.2 Focus of market players on launching innovative AI coprocessors for edge devices
                    5.2.1.3 Cost advantages of moving AI processing to edge computing
                    5.2.1.4 Need to avoid overloading cloud networks with unnecessary data
                    5.2.1.5 Development of intelligent applications
                               FIGURE 19 IMPACT ANALYSIS: DRIVERS
           5.2.2 RESTRAINTS
                    5.2.2.1 Limitations pertaining to edge AI devices
                    5.2.2.2 Shortage of AI experts
                               FIGURE 20 IMPACT ANALYSIS: RESTRAINTS
           5.2.3 OPPORTUNITIES
                    5.2.3.1 Development of dedicated AI processors for on-device image analytics
                    5.2.3.2 Use of edge AI- and IoT-based complementary models
                    5.2.3.3 Emergence of 5G networks that bring IT and telecom together
                               FIGURE 21 IMPACT ANALYSIS: OPPORTUNITIES
           5.2.4 CHALLENGES
                    5.2.4.1 Designing efficient edge AI systems
                    5.2.4.2 Optimizing edge AI standards
                               FIGURE 22 IMPACT ANALYSIS: CHALLENGES
    5.3 EVOLUTION
           FIGURE 23 EVOLUTION OF EDGE AI
    5.4 VALUE CHAIN ANALYSIS
           FIGURE 24 VALUE CHAIN ANALYSIS
    5.5 CASE STUDY ANALYSIS
           5.5.1 CASE STUDY 1: CREATION OF MOTION INTELLIGENCE WITH IMAGIMOB’S SENSORBEAT AI SOLUTION
           5.5.2 CASE STUDY 2: USE OF IMAGIMOB’S SENSORBEAT AI SOFTWARE FOR PREDICTIVE MAINTENANCE
           5.5.3 CASE STUDY 3: IMPLEMENTATION OF ML ALGORITHMS TO PERSONALIZE BANKING EXPERIENCE
           5.5.4 CASE STUDY 4: ADOPTION OF EUROTECH’S HPEC SYSTEMS IN AUTONOMOUS VEHICLES FOR SITUATIONAL AWARENESS
           5.5.5 CASE STUDY 5: DEPLOYMENT OF BYTELAKE’S EDGE AI STARTER KIT IN RETAIL SHOPS TO DETECT GROCERY ITEMS
           5.5.6 CASE STUDY 6: UTILIZATION OF BYTELAKE’S EDGE AI STARTER KIT FOR TRAFFIC ANALYTICS
    5.6 TECHNOLOGY ANALYSIS
           5.6.1 EDGE AI AND INTERNET OF THINGS (IOT)
           5.6.2 EDGE AI AND 5G
           5.6.3 EDGE AI AND BLOCKCHAIN
    5.7 PORTER’S FIVE FORCES ANALYSIS
           FIGURE 25 PORTER’S FIVE FORCES ANALYSIS
           TABLE 2 IMPACT OF PORTER’S FIVE FORCES ON EDGE AI HARDWARE MARKET, 2021
           5.7.1 THREAT OF NEW ENTRANTS
           5.7.2 THREAT OF SUBSTITUTES
           5.7.3 BARGAINING POWER OF SUPPLIERS
           5.7.4 BARGAINING POWER OF BUYERS
           5.7.5 INTENSITY OF COMPETITIVE RIVALRY
    5.8 EDGE AI MARKET ECOSYSTEM
           FIGURE 26 ECOSYSTEM OF EDGE AI
           TABLE 3 EDGE AI HARDWARE MARKET SHARE ECOSYSTEM, BY KEY PLAYER
    5.9 PATENT ANALYSIS
           FIGURE 27 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2011–2021
           TABLE 4 TOP 20 PATENT OWNERS IN US, 2011–2021
           FIGURE 28 NUMBER OF PATENTS GRANTED EVERY YEAR FROM 2011 TO 2021
           TABLE 5 LIST OF PATENTS
    5.10 TARIFF AND REGULATORY LANDSCAPE
           5.10.1 INTRODUCTION
                    5.10.1.1 Export-import regulations
           5.10.2 GENERAL DATA PROTECTION REGULATION
           5.10.3 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT
           5.10.4 FEDERAL TRADE COMMISSION
           5.10.5 FEDERAL COMMUNICATIONS COMMISSION
           5.10.6 ISO/IEC JTC 1/SC 42
           5.10.7 ROHS DIRECTIVE AND WEEE DIRECTIVE
    5.11 TRADE AND TARIFF ANALYSES
           5.11.1 TRADE DATA FOR HS CODE 854231
                     FIGURE 29 IMPORT DATA, BY COUNTRY, 2017−2021 (USD BILLION)
                     FIGURE 30 EXPORT DATA, BY COUNTRY, 2017−2021 (USD BILLION)
           5.11.2 TARIFF ANALYSIS
                     TABLE 6 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY US, 2021
                     TABLE 7 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY CHINA, 2021
                     TABLE 8 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY HONG KONG, 2021
                     TABLE 9 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY SINGAPORE, 2021
                     TABLE 10 TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY MALAYSIA, 2021
    5.12 MARKET TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
           FIGURE 31 REVENUE SHIFT IN EDGE AI HARDWARE MARKET
    5.13 KEY CONFERENCES AND EVENTS, 2022–2023
           TABLE 11 EDGE AI HARDWARE MARKET INSIGHTS : DETAILED LIST OF CONFERENCES AND EVENTS
    5.14 PRICING ANALYSIS
           5.14.1 AVERAGE SELLING PRICE OF PROCESSORS OFFERED BY KEY PLAYERS
                     FIGURE 32 AVERAGE SELLING PRICE OF TOP 3 HARDWARE PROCESSORS OFFERED BY KEY PLAYERS
                     TABLE 12 AVERAGE SELLING PRICE OF KEY PLAYERS FOR TOP 3 HARDWARE PROCESSORS (USD)
           5.14.2 AVERAGE SELLING PRICE TREND
                     FIGURE 33 EDGE AI HARDWARE MARKET: AVERAGE PRICE OF AI PROCESSORS
    5.15 KEY STAKEHOLDERS AND BUYING CRITERIA
           5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS
                     FIGURE 34 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 VERTICALS
                     TABLE 13 INFLUENCE OF STAKEHOLDERS ON TOP 3 VERTICALS ON BUYING PROCESS (%)
           5.15.2 BUYING CRITERIA
                     FIGURE 35 KEY BUYING CRITERIA OF TOP 3 VERTICALS
                     TABLE 14 KEY BUYING CRITERIA OF TOP 3 VERTICALS

6 EDGE AI HARDWARE MARKET, BY DEVICE (Page No. - 86)
    6.1 INTRODUCTION
           FIGURE 36 EDGE AI HARDWARE MARKET INSIGHTS, BY DEVICE
           FIGURE 37 WEARABLES TO WITNESS HIGHEST CAGR IN EDGE AI HARDWARE MARKET ANALYSIS, IN TERMS OF VOLUME, DURING FORECAST PERIOD
           TABLE 15 MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
           TABLE 16 MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
           TABLE 17 MARKET, BY DEVICE, 2018–2021 (USD MILLION)
           TABLE 18 MARKET, BY DEVICE, 2022–2027 (USD MILLION)
    6.2 SMARTPHONES
           6.2.1 DEDICATED AI CHIPS SAID TO BE KEY DEVELOPMENT IN SMARTPHONES
                    TABLE 19 SMARTPHONES: EDGE AI HARDWARE MARKET ANALYSIS, BY REGION, 2018–2021 (THOUSAND UNITS)
                    TABLE 20 SMARTPHONES: EDGE AI HARDWARE MARKET, BY REGION, 2022–2027 (THOUSAND UNITS)
    6.3 SURVEILLANCE CAMERAS
           6.3.1 PUBLIC SAFETY TO BE MAJOR REASON TO DEPLOY AI-BASED CAMERAS
                    TABLE 21 SURVEILLANCE CAMERAS: MARKET, BY APPLICATION, 2018–2021 (THOUSAND UNITS)
                    TABLE 22 SURVEILLANCE CAMERAS: MARKET, BY APPLICATION, 2022–2027 (THOUSAND UNITS)
                    FIGURE 38 ASIA PACIFIC TO EXHIBIT HIGHEST CAGR IN MARKET FOR SURVEILLANCE CAMERAS DURING FORECAST PERIOD
                    TABLE 23 SURVEILLANCE CAMERAS: MARKET, BY REGION, 2018–2021 (THOUSAND UNITS)
                    TABLE 24 SURVEILLANCE CAMERAS: MARKET, BY REGION, 2022–2027 (THOUSAND UNITS)
    6.4 ROBOTS
           6.4.1 INTEGRATION OF AI INTO INDUSTRIAL ROBOTS ENABLES THEM TO MONITOR THEIR ACCURACY AND PERFORMANCE
                    TABLE 25 DRONES: EDGE AI HARDWARE MARKET, BY APPLICATION, 2018–2021 (THOUSAND UNITS)
                    TABLE 26 DRONES: MARKET, BY APPLICATION, 2022–2027 (THOUSAND UNITS)
                    TABLE 27 ROBOTS: MARKET, BY REGION, 2018–2021 (THOUSAND UNITS)
                    TABLE 28 ROBOTS: MARKET, BY REGION, 2022–2027 (THOUSAND UNITS)
    6.5 WEARABLES
           6.5.1 EYEWEAR TO CAPTURE MAJOR MARKET SHARE FOR WEARABLES
                    TABLE 29 WEARABLES: MARKET, BY APPLICATION, 2018–2021 (THOUSAND UNITS)
                    TABLE 30 WEARABLES: MARKET, BY APPLICATION, 2022–2027 (THOUSAND UNITS)
                    FIGURE 39 NORTH AMERICA TO DOMINATE EDGE AI MARKET FOR WEARABLES DURING FORECAST PERIOD
                    TABLE 31 WEARABLES: MARKET, BY REGION, 2018–2021 (THOUSAND UNITS)
                    TABLE 32 WEARABLES: EDGE AI HARDWARE MARKET, BY REGION, 2022–2027 (THOUSAND UNITS)
    6.6 EDGE SERVERS
           6.6.1 ENTERPRISE & INDUSTRY SEGMENT TO CREATE GROWTH OPPORTUNITIES FOR PROVIDERS OF EDGE AI SERVERS
                    TABLE 33 EDGE SERVERS: MARKET, BY REGION, 2018–2021 (THOUSAND UNITS)
                    TABLE 34 EDGE SERVERS: MARKET, BY REGION, 2022–2027 (THOUSAND UNITS)
    6.7 SMART SPEAKERS
           6.7.1 USE OF VOICE COMMAND TO CONTROL SMART HOME DEVICES TO FUEL MARKET GROWTH
                    TABLE 35 SMART SPEAKERS: MARKET, BY REGION, 2018–2021 (THOUSAND UNITS)
                    TABLE 36 SMART SPEAKERS: MARKET, BY REGION, 2022–2027 (THOUSAND UNITS)
    6.8 AUTOMOBILES
           6.8.1 SEMI-AUTONOMOUS AND AUTONOMOUS VEHICLES TO DRIVE MARKET GROWTH
                    TABLE 37 AUTOMOBILES: EDGE AI HARDWARE MARKET, BY REGION, 2018–2021 (THOUSAND UNITS)
                    TABLE 38 AUTOMOBILES: MARKET, BY REGION, 2022–2027 (THOUSAND UNITS)
    6.9 SMART MIRRORS
           6.9.1 GROWING USE OF SMART MIRRORS IN RETAIL SECTOR TO PROPEL MARKET GROWTH
                    TABLE 39 SMART MIRRORS: MARKET, BY REGION, 2018–2021 (THOUSAND UNITS)
                    TABLE 40 SMART MIRRORS: MARKET, BY REGION, 2022–2027 (THOUSAND UNITS)

7 EDGE AI HARDWARE MARKET, BY POWER CONSUMPTION (Page No. - 103)
    7.1 INTRODUCTION
           FIGURE 40 MARKET, BY POWER CONSUMPTION
           FIGURE 41 EDGE AI DEVICES CONSUMING LESS THAN 1 W TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD
           TABLE 41 MARKET, BY POWER CONSUMPTION, 2018–2021 (THOUSAND UNITS)
           TABLE 42 MARKET, BY POWER CONSUMPTION, 2022–2027 (THOUSAND UNITS)
    7.2 LESS THAN 1 W
           7.2.1 WEARABLES CONSUMING LESS THAN 1 W OF ELECTRICITY TO STIMULATE MARKET GROWTH
    7.3 1–3 W
           7.3.1 SMARTPHONES TO DOMINATE MARKET FOR 1–3 W SEGMENT
    7.4 3–5 W
           7.4.1 SMART SPEAKERS TO LEAD MARKET FOR 3–5 W SEGMENT
    7.5 5–10 W
           7.5.1 SURVEILLANCE CAMERAS AND DRONES CONSUME 5–10 W OF ELECTRICITY
    7.6 MORE THAN 10 W
           7.6.1 AUTOMOBILES AND SMART MIRRORS REQUIRE MORE THAN 10 W OF POWER

8 EDGE AI HARDWARE MARKET, BY PROCESSOR (Page No. - 107)
    8.1 INTRODUCTION
           FIGURE 42 MARKET, BY PROCESSOR
           FIGURE 43 CPU TO HOLD LARGEST SHARE OF EDGE AI HARDWARE MARKET IN 2027
           TABLE 43 MARKET, BY PROCESSOR, 2018–2021 (MILLION UNITS)
           TABLE 44 MARKET, BY PROCESSOR, 2022–2027 (MILLION UNITS)
    8.2 CPU
           8.2.1 USE OF CPU IN SMARTPHONES AND SMART SPEAKERS FOR ON-DEVICE INFERENCE TO BOOST MARKET
    8.3 GPU
           8.3.1 AUTOMOTIVE AND ROBOTICS TO BE MAJOR END-USER INDUSTRIES OF GRAPHICS PROCESSING UNITS
    8.4 ASIC
           8.4.1 FIXED APPLICATION TO BE PERFORMED FASTER USING ASIC
    8.5 OTHERS

9 EDGE AI HARDWARE MARKET, BY FUNCTION (Page No. - 111)
    9.1 INTRODUCTION
           FIGURE 44 MARKET, BY FUNCTION
           FIGURE 45 INFERENCE TO HOLD LARGER SHARE OF EDGE AI HARDWARE MARKET THROUGHOUT FORECAST PERIOD
           TABLE 45 MARKET, BY FUNCTION, 2018–2021 (MILLION UNITS)
           TABLE 46 MARKET, BY FUNCTION, 2022–2027 (MILLION UNITS)
    9.2 TRAINING
           9.2.1 DEVELOPMENT OF ALGORITHMS THAT CAN INFER RESULTS PLAYS CRUCIAL ROLE IN TRAINING
    9.3 INFERENCE
           9.3.1 EFFICIENT PROCESSORS TO BE DEVELOPED FOR EFFECTIVE ANALYSIS OF NEW INFORMATION

10 EDGE AI HARDWARE MARKET, BY VERTICAL (Page No. - 115)
     10.1 INTRODUCTION
             FIGURE 46 MARKET, BY VERTICAL
             FIGURE 47 CONSUMER ELECTRONICS TO HOLD LARGEST SHARE OF MARKET, IN TERMS OF VOLUME, DURING FORECAST PERIOD
             TABLE 47 MARKET, BY VERTICAL, 2018–2021 (THOUSAND UNITS)
             TABLE 48 MARKET, BY VERTICAL, 2022–2027 (THOUSAND UNITS)
     10.2 CONSUMER ELECTRONICS
             10.2.1 SMARTPHONES TO STIMULATE MARKET GROWTH
                        TABLE 49 CONSUMER ELECTRONICS: EDGE AI HARDWARE MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
                        TABLE 50 CONSUMER ELECTRONICS: MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
             10.2.2 SMARTPHONES
                        10.2.2.1 Dedicated AI chipset-enabled smartphones to witness strong demand in near future
             10.2.3 WEARABLES
                        10.2.3.1 Wearables to be increasingly used in fitness & sports and entertainment & multimedia applications
             10.2.4 ENTERTAINMENT ROBOTS
                        10.2.4.1 Focus of manufacturers to produce high-quality robots at affordable prices to boost market growth
     10.3 SMART HOME
             10.3.1 SMART SPEAKERS TO SUPPORT MARKET GROWTH
                        TABLE 51 SMART HOME: MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
                        TABLE 52 SMART HOME: MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
             10.3.2 SMART SPEAKERS
                        10.3.2.1 Ease of use and convenience make smart speakers suitable for elderly people
             10.3.3 SMART CAMERAS
                        10.3.3.1 Round-the-clock security requirement to surge adoption of smart cameras in smart homes
             10.3.4 DOMESTIC ROBOTS
                        10.3.4.1 Lawn mowing and floor, pool, and window cleaning activities carried out using domestic robots
     10.4 AUTOMOTIVE & TRANSPORTATION
             10.4.1 USE OF CAMERAS TO RECOGNIZE VEHICLES AND NUMBER PLATES TO FOSTER MARKET GROWTH
                        TABLE 53 AUTOMOTIVE & TRANSPORTATION: MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
                        TABLE 54 AUTOMOTIVE & TRANSPORTATION: MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
             10.4.2 AUTOMOBILES
                        10.4.2.1 AI technology to witness high demand from autonomous vehicle manufacturers
             10.4.3 SURVEILLANCE CAMERAS
                        10.4.3.1 Vehicle count and number plate recognition supposed to be major applications of surveillance cameras
             10.4.4 LOGISTICS ROBOTS
                        10.4.4.1 Increased need for logistics robots for courier and cargo handling applications to drive market
     10.5 GOVERNMENT
             10.5.1 DEPLOYMENT OF AI-POWERED SURVEILLANCE CAMERAS TO PUSH MARKET GROWTH
                        FIGURE 48 SURVEILLANCE CAMERAS TO CAPTURE LARGER MARKET SHARE THAN DRONES THROUGHOUT FORECAST PERIOD
                        TABLE 55 GOVERNMENT: EDGE AI HARDWARE MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
                        TABLE 56 GOVERNMENT: MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
             10.5.2 SURVEILLANCE CAMERAS
                        10.5.2.1 Rising use by police and first responders for behavior analysis and face recognition applications to augment market growth
             10.5.3 DRONES
                        10.5.3.1 Adoption of AI-powered drones in tracking suspects and investigating accidents to propel market growth
     10.6 HEALTHCARE
             10.6.1 WEARABLES TO DOMINATE HEALTHCARE MARKET
                        TABLE 57 HEALTHCARE: MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
                        TABLE 58 HEALTHCARE: MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
             10.6.2 MEDICAL ROBOTS
                        10.6.2.1 Minimize infection risks to patients
             10.6.3 WEARABLES
                        10.6.3.1 Play crucial role in monitoring patients remotely
     10.7 INDUSTRIAL
             10.7.1 INDUSTRIAL MACHINE VISION CAMERAS TO FUEL MARKET GROWTH
                        FIGURE 49 INDUSTRIAL ROBOTS TO REGISTER HIGHEST CAGR IN EDGE AI HARDWARE MARKET DURING FORECAST PERIOD
                        TABLE 59 INDUSTRIAL: MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
                        TABLE 60 INDUSTRIAL: MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
             10.7.2 INDUSTRIAL ROBOTS
                        10.7.2.1 Increasing adoption of robots to speed up production, increase productivity, and reduce product cost to boost market
             10.7.3 DRONES
                        10.7.3.1 Rising use of drones to automate inspection processes, save time, and provide accurate results to accelerate market growth
             10.7.4 MV CAMERAS
                        10.7.4.1 Help minimize production downtime by detecting machinery defects at faster rate
     10.8 AEROSPACE & DEFENSE
             10.8.1 INCREASING USE OF SERVICE ROBOTS TO PUSH MARKET GROWTH
                        TABLE 61 AEROSPACE & DEFENSE: MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
                        TABLE 62 AEROSPACE & DEFENSE: EDGE AI HARDWARE MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
     10.9 CONSTRUCTION
             10.9.1 GROWING USE OF AI ROBOTS IN CONSTRUCTION, RENOVATION, AND DEMOLITION ACTIVITIES TO SUPPORT MARKET GROWTH
                        TABLE 63 CONSTRUCTION: MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
                        TABLE 64 CONSTRUCTION: MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
             10.9.2 SERVICE ROBOTS
                        10.9.2.1 Infrastructure development projects to witness high demand for service robots
             10.9.3 DRONES
                        10.9.3.1 Increasing use of drones for earthwork management, project planning, and surveying applications to support market growth
     10.1 OTHERS
             TABLE 65 OTHERS: MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
             TABLE 66 OTHERS: MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
             10.10.1 SURVEILLANCE CAMERAS
                        10.10.1.1 Growing incidents of robbery and terror threats to create requirement for surveillance cameras
             10.10.2 PROFESSIONAL SERVICE ROBOTS
                        10.10.2.1 Retail stores, restaurants, amusement parks, and airports to be major end users of professional robots
             10.10.3 WEARABLES
                        10.10.3.1 Rising use of wearables by enterprises for on-job training to propel market growth
             10.10.4 SMART MIRRORS
                        10.10.4.1 Emergence of virtual dressing rooms in apparel industry to support market growth
             10.10.5 EDGE SERVERS
                        10.10.5.1 Need to improve efficiency of agricultural operations to generate requirement for edge AI
             10.10.6 DRONES
                        10.10.6.1 Surging adoption of drones to monitor crops to push market growth

11 EDGE AI HARDWARE MARKET, BY REGION (Page No. - 134)
     11.1 INTRODUCTION
             FIGURE 50 EDGE AI HARDWARE MARKET, BY GEOGRAPHY
             TABLE 67 MARKET, BY REGION, 2018–2021 (MILLION UNITS)
             TABLE 68 MARKET, BY REGION, 2022–2027 (MILLION UNITS)
     11.2 NORTH AMERICA
             FIGURE 51 SNAPSHOT OF MARKET IN NORTH AMERICA
             TABLE 69 NORTH AMERICA: MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
             TABLE 70 NORTH AMERICA: MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
             TABLE 71 NORTH AMERICA: MARKET, BY COUNTRY, 2018–2021 (THOUSAND UNITS)
             TABLE 72 NORTH AMERICA: MARKET, BY COUNTRY, 2022–2027 (THOUSAND UNITS)
             11.2.1 US
                        11.2.1.1 Large-scale adoption of ML & AI solutions to accelerate demand for edge AI hardware
             11.2.2 CANADA
                        11.2.2.1 Extensive AI start-up activities to create growth opportunities for market players
             11.2.3 MEXICO
                        11.2.3.1 Fastest-growing North American market for smartphones to create opportunities for edge AI vendors
     11.3 EUROPE
             FIGURE 52 SNAPSHOT OF EDGE AI HARDWARE MARKET IN EUROPE
             TABLE 73 EUROPE: MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
             TABLE 74 EUROPE: MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
             TABLE 75 EUROPE: MARKET, BY COUNTRY, 2018–2021 (THOUSAND UNITS)
             TABLE 76 EUROPE: MARKET, BY COUNTRY, 2022–2027 (THOUSAND UNITS)
             11.3.1 GERMANY
                        11.3.1.1 Flourishing automotive sector to push market growth
             11.3.2 UK
                        11.3.2.1 National AI Strategy published by government to support market growth
             11.3.3 FRANCE
                        11.3.3.1 Strong demand for AI-powered surveillance to drive requirement for edge AI hardware
             11.3.4 REST OF EUROPE (ROE)
     11.4 ASIA PACIFIC (ASIA PACIFIC)
             FIGURE 53 SNAPSHOT OF EDGE AI HARDWARE MARKET IN ASIA PACIFIC
             TABLE 77 ASIA PACIFIC: MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
             TABLE 78 ASIA PACIFIC: MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
             TABLE 79 ASIA PACIFIC: MARKET, BY COUNTRY, 2018–2021 (THOUSAND UNITS)
             TABLE 80 ASIA PACIFIC: MARKET, BY COUNTRY, 2022–2027 (THOUSAND UNITS)
             11.4.1 CHINA
                        11.4.1.1 Booming automotive and transportation sectors to push market growth
             11.4.2 JAPAN
                        11.4.2.1 Robotics, ICT, and automobile industries to fuel market growth
             11.4.3 SOUTH KOREA
                        11.4.3.1 Huge investment by government in AI to propel market growth
             11.4.4 REST OF ASIA PACIFIC
     11.5 REST OF THE WORLD (ROW)
             TABLE 81 ROW: MARKET, BY DEVICE, 2018–2021 (THOUSAND UNITS)
             TABLE 82 ROW: MARKET, BY DEVICE, 2022–2027 (THOUSAND UNITS)
             TABLE 83 ROW: EDGE AI HARDWARE MARKET, BY REGION, 2018–2021 (THOUSAND UNITS)
             TABLE 84 ROW: MARKET, BY REGION, 2022–2027 (THOUSAND UNITS)
             11.5.1 MIDDLE EAST & AFRICA (MEA)
                        11.5.1.1 Saudi Arabia, Israel, and South Africa to foster market growth in MEA
             11.5.2 SOUTH AMERICA
                        11.5.2.1 High investments in IT security to accelerate market growth

12 COMPETITIVE LANDSCAPE (Page No. - 153)
     12.1 INTRODUCTION
     12.2 STRATEGIES ADOPTED BY KEY PLAYERS
             TABLE 85 MAJOR COMPANIES ADOPTED PRODUCT LAUNCHES AS KEY GROWTH STRATEGY FROM 2019 TO 2022
     12.3 MARKET SHARE ANALYSIS, 2021
             TABLE 86 EDGE AI HARDWARE MARKET SIZE : DEGREE OF COMPETITION, 2021
             FIGURE 54 MARKET SHARE OF KEY COMPANIES IN MARKET, 2021
             TABLE 87 MARKET RANKING ANALYSIS, 2021
     12.4 REVENUE ANALYSIS
             FIGURE 55 THREE-YEAR REVENUE ANALYSIS OF KEY COMPANIES, 2019–2021 (USD BILLION)
     12.5 COMPANY EVALUATION QUADRANT
             12.5.1 STARS
             12.5.2 PERVASIVE PLAYERS
             12.5.3 EMERGING LEADERS
             12.5.4 PARTICIPANTS
                        FIGURE 56 EDGE AI HARDWARE MARKET (KEY PLAYERS): EVALUATION QUADRANT, 2021
                        TABLE 88 COMPANY FOOTPRINT
                        TABLE 89 DEVICE FOOTPRINT OF COMPANIES
                        TABLE 90 VERTICAL FOOTPRINT OF COMPANIES
                        TABLE 91 REGION FOOTPRINT OF COMPANIES
     12.6 START-UP/SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION QUADRANT
             12.6.1 PROGRESSIVE COMPANIES
             12.6.2 RESPONSIVE COMPANIES
             12.6.3 DYNAMIC COMPANIES
             12.6.4 STARTING BLOCKS
                        FIGURE 57 MARKET (SME): EVALUATION QUADRANT, 2021
                        TABLE 92 MARKET: LIST OF KEY START-UPS/SMES
     12.7 COMPETITIVE SCENARIOS AND TRENDS
             12.7.1 PRODUCT LAUNCHES
                        TABLE 93 EDGE AI HARDWARE MARKET: PRODUCT LAUNCHES, JANUARY 2019–SEPTEMBER 2022
             12.7.2 DEALS
                        TABLE 94 MARKET: DEALS, JANUARY 2019–SEPTEMBER 2022

13 COMPANY PROFILES (Page No. - 170)
(Business overview, Products offered, Recent Developments, MNM view)* 
     13.1 KEY COMPANIES
             13.1.1 QUALCOMM TECHNOLOGIES
                        TABLE 95 QUALCOMM TECHNOLOGIES: COMPANY OVERVIEW
                        FIGURE 58 QUALCOMM TECHNOLOGIES: COMPANY SNAPSHOT
                        TABLE 96 QUALCOMM TECHNOLOGIES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                        TABLE 97 QUALCOMM TECHNOLOGIES: PRODUCT LAUNCHES
                        TABLE 98 QUALCOMM TECHNOLOGIES: DEALS
             13.1.2 HUAWEI TECHNOLOGIES CO., LTD.
                        TABLE 99 HUAWEI TECHNOLOGIES: COMPANY OVERVIEW
                        FIGURE 59 HUAWEI TECHNOLOGIES: COMPANY SNAPSHOT
                        TABLE 100 HUAWEI TECHNOLOGIES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                        TABLE 101 HUAWEI TECHNOLOGIES: PRODUCT LAUNCHES
                        TABLE 102 HUAWEI TECHNOLOGIES: DEALS
                        TABLE 103 HUAWEI TECHNOLOGIES: OTHERS
             13.1.3 SAMSUNG ELECTRONICS
                        TABLE 104 SAMSUNG ELECTRONICS: COMPANY OVERVIEW
                        FIGURE 60 SAMSUNG ELECTRONICS: COMPANY SNAPSHOT
                        TABLE 105 SAMSUNG ELECTRONICS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                        TABLE 106 SAMSUNG ELECTRONICS: PRODUCT LAUNCHES
                        TABLE 107 SAMSUNG ELECTRONICS: DEALS
             13.1.4 APPLE
                        TABLE 108 APPLE: COMPANY OVERVIEW
                        FIGURE 61 APPLE: COMPANY SNAPSHOT
                        TABLE 109 APPLE: PRODUCT/SOLUTIONS/SERVICES OFFERED
                        TABLE 110 APPLE: DEALS
             13.1.5 MEDIATEK
                        TABLE 111 MEDIATEK: COMPANY OVERVIEW
                        FIGURE 62 MEDIATEK: COMPANY SNAPSHOT
                        TABLE 112 MEDIATEK: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                        TABLE 113 MEDIATEK: PRODUCT LAUNCHES
                        TABLE 114 MEDIATEK: DEALS
             13.1.6 INTEL
                        TABLE 115 INTEL: COMPANY OVERVIEW
                        FIGURE 63 INTEL: COMPANY SNAPSHOT
                        TABLE 116 INTEL: PRODUCT/SOLUTIONS/SERVICES OFFERED
                        TABLE 117 INTEL: PRODUCT LAUNCHES
                        TABLE 118 INTEL: DEALS
                        TABLE 119 INTEL: OTHERS
             13.1.7 NVIDIA
                        TABLE 120 NVIDIA: COMPANY OVERVIEW
                        FIGURE 64 NVIDIA: COMPANY SNAPSHOT
                        TABLE 121 NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                        TABLE 122 NVIDIA: PRODUCT LAUNCHES
                        TABLE 123 NVIDIA: DEALS
             13.1.8 IBM
                        TABLE 124 IBM: COMPANY OVERVIEW
                        FIGURE 65 IBM: COMPANY SNAPSHOT
                        TABLE 125 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                        TABLE 126 IBM: PRODUCT LAUNCHES
                        TABLE 127 IBM: DEALS
             13.1.9 MICRON TECHNOLOGY
                        TABLE 128 MICRON TECHNOLOGY: COMPANY OVERVIEW
                        FIGURE 66 MICRON TECHNOLOGY: COMPANY SNAPSHOT
                        TABLE 129 MICRON TECHNOLOGY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                        TABLE 130 MICRON TECHNOLOGY: PRODUCT LAUNCHES
             13.1.10 AMD
                        TABLE 131 AMD: COMPANY OVERVIEW
                        FIGURE 67 AMD: COMPANY SNAPSHOT
                        TABLE 132 AMD: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                        TABLE 133 AMD: PRODUCT LAUNCHES
                        TABLE 134 AMD: DEALS
             13.1.11 GOOGLE
                        TABLE 135 ALPHABET: COMPANY OVERVIEW
                        FIGURE 68 ALPHABET: COMPANY SNAPSHOT
                        TABLE 136 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                        TABLE 137 GOOGLE: PRODUCT LAUNCHES
                        TABLE 138 GOOGLE: DEALS
             13.1.12 MICROSOFT
                        TABLE 139 MICROSOFT: COMPANY OVERVIEW
                        FIGURE 69 MICROSOFT: COMPANY SNAPSHOT
                        TABLE 140 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                        TABLE 141 MICROSOFT: PRODUCT LAUNCHES
                        TABLE 142 MICROSOFT: DEALS
     13.2 OTHER PLAYERS
             13.2.1 IMAGINATION TECHNOLOGIES
             13.2.2 CAMBRICON TECHNOLOGIES
             13.2.3 TENSTORRENT
             13.2.4 BLAIZE
             13.2.5 GENERAL VISION
             13.2.6 MYTHIC
             13.2.7 ZERO ASIC
             13.2.8 APPLIED BRAIN RESEARCH
             13.2.9 HORIZON ROBOTICS
             13.2.10 CEVA
             13.2.11 GRAPHCORE
             13.2.12 SAMBANOVA
             13.2.13 HAILO
             13.2.14 VERIDIFY SECURITY INC.
*Details on Business overview, Products offered, Recent Developments, MNM view might not be captured in case of unlisted companies. 

14 APPENDIX (Page No. - 238)
     14.1 DISCUSSION GUIDE
     14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
     14.3 CUSTOMIZATION OPTIONS
     14.4 RELATED REPORTS
     14.5 AUTHOR DETAILS