Table of Content
"1 INTRODUCTION 30
1.1 OBJECTIVES OF STUDY 30
1.2 MARKET DEFINITION 30
1.2.1 INCLUSIONS AND EXCLUSIONS 30
1.3 MARKET SCOPE 31
1.3.1 MARKET SEGMENTATION 31
1.3.2 REGIONS COVERED 32
1.3.3 YEARS CONSIDERED FOR STUDY 32
1.4 CURRENCY CONSIDERED 32
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2018–2020 33
1.5 STAKEHOLDERS 33
1.6 SUMMARY OF CHANGES 33
2 RESEARCH METHODOLOGY 35
2.1 RESEARCH DATA 35
FIGURE 1 AUTOMATIC CONTENT RECOGNITION MARKET: RESEARCH DESIGN 35
2.1.1 SECONDARY DATA 36
2.1.2 PRIMARY DATA 36
TABLE 2 PRIMARY INTERVIEWS 36
2.1.2.1 Breakup of primary profiles 37
2.1.2.2 Key industry insights 37
2.2 MARKET BREAKUP AND DATA TRIANGULATION 38
FIGURE 2 DATA TRIANGULATION 38
2.3 MARKET SIZE ESTIMATION 39
FIGURE 3 AUTOMATIC CONTENT RECOGNITION MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 39
2.3.1 TOP-DOWN APPROACH 39
2.3.2 BOTTOM-UP APPROACH 40
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF AUTOMATIC CONTENT RECOGNITION MARKET 40
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2 - BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF AUTOMATIC CONTENT RECOGNITION MARKET 41
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/ SERVICES OF AUTOMATIC CONTENT RECOGNITION MARKET 42
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF AUTOMATIC CONTENT RECOGNITION THROUGH OVERALL AUTOMATIC CONTENT RECOGNITION SPENDING 43
2.4 MARKET FORECAST 44
TABLE 3 FACTOR ANALYSIS 44
TABLE 4 IMPACT OF COVID-19 45
2.5 COMPANY EVALUATION MATRIX 45
FIGURE 8 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 45
2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 46
FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 46
2.7 ASSUMPTIONS FOR STUDY 47
2.8 LIMITATIONS OF STUDY 48
3 EXECUTIVE SUMMARY 49
TABLE 5 GLOBAL AUTOMATIC CONTENT RECOGNITION MARKET SIZE AND GROWTH RATE, 2016–2021 (USD MILLION, Y-O-Y%) 50
TABLE 6 GLOBAL AUTOMATIC CONTENT RECOGNITION MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y%) 50
FIGURE 10 SOLUTION SEGMENT TO ACCOUNT FOR LARGER MARKET SIZE IN 2022 50
FIGURE 11 AUDIO & VIDEO FINGERPRINTING SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022 51
FIGURE 12 AUDIENCE SEGMENTATION & MEASUREMENT SEGMENT TO HOLD THE LARGEST MARKET SIZE IN 2022 51
FIGURE 13 VIDEO SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022 52
FIGURE 14 CONNECTED TV SEGMENT TO HOLD LARGEST MARKET SIZE IN 2022 52
FIGURE 15 LARGE ENTERPRISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE IN 2022 52
FIGURE 16 ON-PREMISES SEGMENT TO HOLD LARGER MARKET SIZE IN 2022 53
FIGURE 17 CONSUMER ELECTRONICS SEGMENT TO GROW AT HIGHEST CAGR IN 2022 53
FIGURE 18 ASIA PACIFIC TO BE EMERGING DOMINANT REGION IN TERMS OF MARKET SIZE IN 2022 54
4 PREMIUM INSIGHTS 55
4.1 AUTOMATIC CONTENT RECOGNITION MARKET OVERVIEW 55
FIGURE 19 RISING USE OF SMART DEVICES AND CONTENT STREAMING SERVICES TO BOOST MARKET GROWTH 55
4.2 AUTOMATIC CONTENT RECOGNITION MARKET: TOP THREE VERTICALS 55
FIGURE 20 MEDIA & ENTERTAINMENT SEGMENT TO ACCOUNT FOR LARGEST MARKET SIZE DURING FORECAST PERIOD 55
4.3 AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION 56
FIGURE 21 ASIA PACIFIC TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022 56
4.4 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION AND VERTICAL 56
FIGURE 22 AUDIENCE SEGMENTATION & MEASUREMENT SEGMENT AND MEDIA & ENTERTAINMENT VERTICAL TO ACCOUNT FOR THE HIGHEST SHARES IN 2022 56
5 MARKET OVERVIEW AND INDUSTRY TRENDS 57
5.1 INTRODUCTION 57
5.2 MARKET DYNAMICS 57
FIGURE 23 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: AUTOMATIC CONTENT RECOGNITION MARKET 57
5.2.1 DRIVERS 58
5.2.1.1 Rising use of smart devices and content streaming services 58
5.2.1.2 Increase in deployment of automatic content recognition technologies by media & entertainment companies for audience measurement and broadcast monitoring 58
5.2.1.3 Increasing penetration of speech and voice recognition technology in smart appliances 59
5.2.1.4 Need to understand consumer behavior and the growing number of hosted automatic content recognition solution providers 59
5.2.2 RESTRAINTS 60
5.2.2.1 Huge investment in technology development keeps out small players 60
5.2.2.2 Data security concerns 60
5.2.3 OPPORTUNITIES 61
5.2.3.1 Increase in adoption of AI, ML, and NLP technologies 61
5.2.3.2 Evolving concept of contextual advertising, contextual commerce, enhanced contextual experiences, and spoiler-proof social feeds 61
5.2.4 CHALLENGES 61
5.2.4.1 Overcoming loopholes in automatic content recognition technologies 61
5.2.4.2 Technological challenges and complexity of devising content recognition algorithms 61
5.2.4.3 Ownership and privacy of collected data 62
5.2.4.4 Lack of skilled workforce 62
5.2.5 CUMULATIVE GROWTH ANALYSIS 62
5.3 AUTOMATIC CONTENT RECOGNITION: EVOLUTION 63
FIGURE 24 EVOLUTION OF AUTOMATIC CONTENT RECOGNITION 64
5.4 CASE STUDY ANALYSIS 64
5.4.1 MEDIA & ENTERTAINMENT 64
5.4.1.1 Case study 1: Sony TV used Zapr to engage with 2,000,000+ smartphone users 64
5.4.1.2 Case study 2: Endeavour Media enhanced their customer experience with Digimarc 65
5.4.2 IT & TELECOMMUNICATION 65
5.4.2.1 Case study 1: Avantive Solutions deployed VoiceBase Enterprise Accelerator to help clients automatically identify overall agent performance 65
5.4.3 RETAIL & ECOMMERCE 66
5.4.3.1 Case study 1: Britannia opted Zapr to reach out to the wider audience and generate a powerful brand impression 66
5.4.3.2 Case study 2: Datalogic S.p.A reduced bar code scanning time with Digimarc Solution 67
5.4.4 AUTOMOTIVE 67
5.4.4.1 Case study 1: CarDekho solved the duplication problem and reached the right audiences cost-effectively with Zapr 67
5.4.5 EDUCATION 68
5.4.5.1 Case study 1: Crafton Hills College (CHC) enhanced live captioning with Verbit to deliver quality education for disabled beings 68
5.4.5.2 Case study 2: University of Pittsburgh enhanced live captioning with Verbit for commencement ceremonies across 35 countries 68
5.4.6 HEALTHCARE & LIFE SCIENCES 69
5.4.6.1 Case study 1: Delta Dental selected Voice Base’s Enterprise Accelerator to streamline its call center operations 69
5.4.7 CONSUMER ELECTRONICS 69
5.4.7.1 Case Study 1: Dell bridged Offline TV with targeted engagement among young audiences 69
5.4.8 GOVERNMENT & DEFENSE 70
5.4.8.1 Case study 1: Groundwork Ohio provided accessible content to its community with Verbit’s transcription 70
5.5 SUPPLY/VALUE CHAIN ANALYSIS 71
FIGURE 25 SUPPLY/VALUE CHAIN ANALYSIS 71
5.6 TECHNOLOGY ANALYSIS 71
5.6.1 AI AND AUTOMATIC CONTENT RECOGNITION 72
5.6.2 MACHINE LEARNING AND AUTOMATIC CONTENT RECOGNITION 72
5.6.3 INTERNET OF THINGS AND AUTOMATIC CONTENT RECOGNITION 72
5.6.4 AUTOMATIC CONTENT RECOGNITION AND NATURAL LANGUAGE PROCESSING 73
5.7 PATENT ANALYSIS 73
5.7.1 METHODOLOGY 73
5.7.2 DOCUMENT TYPE 73
TABLE 7 PATENTS FILED, 2019–2022 73
5.7.3 INNOVATION AND PATENT APPLICATIONS 73
FIGURE 26 ANNUAL NUMBER OF PATENTS GRANTED, 2018–2022 74
5.7.3.1 Top applicants 74
FIGURE 27 TOP TEN COMPANIES WITH THE HIGHEST NUMBER OF PATENT APPLICATIONS, 2020–2022 74
5.8 AUTOMATIC CONTENT RECOGNITION ECOSYSTEM 75
TABLE 8 AUTOMATIC CONTENT RECOGNITION MARKET: ECOSYSTEM 75
5.9 PRICING MODEL ANALYSIS 76
TABLE 9 PRICING MODEL 76
5.10 PORTER’S FIVE FORCES ANALYSIS 77
FIGURE 28 AUTOMATIC CONTENT RECOGNITION MARKET: PORTER’S FIVE FORCES ANALYSIS 77
TABLE 10 AUTOMATIC CONTENT RECOGNITION MARKET: PORTER’S FIVE FORCES ANALYSIS 78
5.10.1 THREAT OF NEW ENTRANTS 78
5.10.2 THREAT OF SUBSTITUTES 78
5.10.3 BARGAINING POWER OF SUPPLIERS 78
5.10.4 BARGAINING POWER OF BUYERS 79
5.10.5 INTENSITY OF COMPETITIVE RIVALRY 79
5.11 REGULATORY IMPLICATIONS 79
5.11.1 GENERAL DATA PROTECTION REGULATION 79
5.11.2 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT 79
5.11.3 PAYMENT CARD INDUSTRY DATA SECURITY STANDARD 80
5.11.4 SARBANES-OXLEY ACT OF 2002 80
5.11.5 SOC 2 TYPE II COMPLIANCE 80
5.11.6 ISO/IEC 27001 80
5.11.7 THE GRAMM–LEACH–BLILEY ACT 81
5.12 AUTOMATIC CONTENT RECOGNITION MARKET: COVID-19 IMPACT 81
5.13 KEY CONFERENCES & EVENTS IN 2022-2023 81
TABLE 11 AUTOMATIC CONTENT RECOGNITION MARKET: DETAILED LIST OF CONFERENCES & EVENTS 81
5.14 TARIFF AND REGULATORY LANDSCAPE 82
5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82
TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82
TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 83
TABLE 14 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 83
TABLE 15 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 84
TABLE 16 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 85
5.14.2 NORTH AMERICA: TARIFFS AND REGULATIONS 85
5.14.2.1 Personal Information Protection and Electronic Documents Act (PIPEDA) 85
5.14.2.2 Gramm-Leach-Bliley (GLB) Act 85
5.14.2.3 Health Insurance Portability and Accountability Act (HIPAA) of 1996 86
5.14.2.4 Federal Information Security Management Act (FISMA) 86
5.14.2.5 Federal Information Processing Standards (FIPS) 86
5.14.2.6 California Consumer Privacy Act (CSPA) 87
5.14.3 EUROPE: TARIFFS AND REGULATIONS 87
5.14.3.1 GDPR 2016/679 is a regulation in the EU 87
5.14.3.2 General Data Protection Regulation 87
5.14.3.3 European Committee for Standardization (CEN) 87
5.14.3.4 European Technical Standards Institute (ETSI) 87
5.15 KEY STAKEHOLDERS & BUYING CRITERIA 88
5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS 88
TABLE 17 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE TECHNOLOGIES (%) 88
5.15.2 BUYING CRITERIA 88
TABLE 18 KEY BUYING CRITERIA FOR TOP THREE TECHNOLOGIES 88
6 AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT 89
6.1 INTRODUCTION 90
6.1.1 COVID-19 IMPACT ON AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT 90
FIGURE 29 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 91
TABLE 19 AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 91
TABLE 20 AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 91
6.1.2 COMPONENT: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 92
6.2 SOLUTION 92
TABLE 21 SOLUTION: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 93
TABLE 22 SOLUTION: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 93
6.3 SERVICES 93
TABLE 23 SERVICES: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 94
TABLE 24 SERVICES: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 94
6.3.1 MANAGED SERVICES 94
6.3.2 PROFESSIONAL SERVICES 95
6.3.2.1 Consulting 95
6.3.2.2 Deployment & integration 95
6.3.2.3 Support & maintenance 95
7 AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY 96
7.1 INTRODUCTION 97
7.1.1 COVID-19 IMPACT ON AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY 97
FIGURE 30 AUDIO & VIDEO FINGERPRINTING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 98
TABLE 25 AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION) 98
TABLE 26 AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION) 99
7.1.2 TECHNOLOGY: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 99
7.2 AUDIO & VIDEO FINGERPRINTING 99
TABLE 27 AUDIO & VIDEO FINGERPRINTING: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 100
TABLE 28 AUDIO & VIDEO FINGERPRINTING: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 100
7.3 AUDIO & VIDEO WATERMARKING 100
TABLE 29 AUDIO & VIDEO WATERMARKING: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 101
TABLE 30 AUDIO & VIDEO WATERMARKING: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 101
7.4 SPEECH RECOGNITION 101
TABLE 31 SPEECH RECOGNITION: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 102
TABLE 32 SPEECH RECOGNITION: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 102
7.5 OPTICAL CHARACTER RECOGNITION 102
TABLE 33 OPTICAL CHARACTER RECOGNITION: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 103
TABLE 34 OPTICAL CHARACTER RECOGNITION: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 103
7.6 OTHER TECHNOLOGIES 103
TABLE 35 OTHER TECHNOLOGIES: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 104
TABLE 36 OTHER TECHNOLOGIES: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 104
8 AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION 105
8.1 INTRODUCTION 106
8.1.1 COVID-19 IMPACT ON AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION 106
FIGURE 31 CONTENT FILTERING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 107
TABLE 37 AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 107
TABLE 38 AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 108
8.1.2 APPLICATION: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 108
8.2 AUDIENCE SEGMENTATION & MEASUREMENT 109
TABLE 39 AUDIENCE SEGMENTATION & MEASUREMENT: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 109
TABLE 40 AUDIENCE SEGMENTATION & MEASUREMENT: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 110
8.3 BROADCAST MONITORING 110
TABLE 41 BROADCAST MONITERING: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 110
TABLE 42 BROADCAST MONITERING: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 111
8.4 ADVERTISEMENT TARGETING & PRICING 111
TABLE 43 ADVERTISEMENT TARGETING & PRICING: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 111
TABLE 44 ADVERTISEMENT TARGETING & PRICING: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 112
8.5 CONTENT FILTERING 112
TABLE 45 CONTENT FILTERING: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 112
TABLE 46 CONTENT FILTERING: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 113
8.6 OTHER APPLICATIONS 113
TABLE 47 OTHER APPLICATIONS: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 113
TABLE 48 OTHER APPLICATIONS: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 114
9 AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT 115
9.1 INTRODUCTION 116
9.1.1 COVID-19 IMPACT ON AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT 116
FIGURE 32 IMAGE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 116
TABLE 49 AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT, 2016–2021 (USD MILLION) 117
TABLE 50 AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT, 2022–2027 (USD MILLION) 117
9.1.2 CONTENT: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 117
9.2 AUDIO 118
TABLE 51 AUDIO: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 118
TABLE 52 AUDIO: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 118
9.3 VIDEO 119
TABLE 53 VIDEO: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 119
TABLE 54 VIDEO: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 119
9.4 TEXT 120
TABLE 55 TEXT: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 120
TABLE 56 TEXT: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 120
9.5 IMAGE 121
TABLE 57 IMAGE: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 121
TABLE 58 IMAGE: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 121
10 AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE 122
10.1 INTRODUCTION 123
10.1.1 COVID-19 IMPACT ON AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE 123
FIGURE 33 CLOUD SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 123
TABLE 59 AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 124
TABLE 60 AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 124
10.1.2 DEPLOYMENT MODE: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 124
10.2 ON-PREMISES 125
TABLE 61 ON-PREMISES: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 125
TABLE 62 ON-PREMISES: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 125
10.3 CLOUD 126
TABLE 63 CLOUD: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 126
TABLE 64 CLOUD: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 126
11 AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE 127
11.1 INTRODUCTION 128
11.1.1 COVID-19 IMPACT ON AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE 128
FIGURE 34 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 129
TABLE 65 AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 129
TABLE 66 AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 129
11.1.2 ORGANIZATIONS SIZE: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 129
11.2 SMALL AND MEDIUM-SIZED ENTERPRISES 130
TABLE 67 SMALL AND MEDIUM-SIZED ENTERPRISES: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 130
TABLE 68 SMALL AND MEDIUM-SIZED ENTERPRISES: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 131
11.3 LARGE ENTERPRISES 131
TABLE 69 LARGE ENTERPRISES: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 131
TABLE 70 LARGE ENTERPRISES: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 132
12 AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM 133
12.1 INTRODUCTION 134
12.1.1 COVID-19 IMPACT ON AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM 134
FIGURE 35 OTT APPLICATIONS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 134
TABLE 71 AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM, 2016–2021 (USD MILLION) 135
TABLE 72 AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 135
12.1.2 PLATFORM: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 135
12.2 LINEAR TV 135
TABLE 73 LINEAR TV: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 136
TABLE 74 LINEAR TV: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 136
12.3 CONNECTED TV 136
TABLE 75 CONNECTED TV: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 137
TABLE 76 CONNECTED TV: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 137
12.4 OTT APPLICATIONS 137
TABLE 77 OTT APPLICATIONS: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 138
TABLE 78 OTT APPLICATIONS: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 138
12.5 OTHER PLATFORMS 138
TABLE 79 OTHER PLATFORMS: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 139
TABLE 80 OTHER PLATFORMS: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 139
13 AUTOMATIC CONTENT RECOGNITION MARKET, BY VERTICAL 140
13.1 INTRODUCTION 141
13.1.1 COVID-19 IMPACT ON AUTOMATIC CONTENT RECOGNITION MARKET, BY INDUSTRY VERTICAL 141
FIGURE 36 CONSUMER ELECTRONICS INDUSTRY VERTICAL TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 142
TABLE 81 AUTOMATIC CONTENT RECOGNITION MARKET, BY INDUSTRY VERTICAL, 2016–2021 (USD MILLION) 143
TABLE 82 AUTOMATIC CONTENT RECOGNITION MARKET, BY INDUSTRY VERTICAL, 2022–2027 (USD MILLION) 143
13.1.2 VERTICAL: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 144
13.2 MEDIA & ENTERTAINMENT 144
TABLE 83 MEDIA & ENTERTAINMENT: USE CASES 145
TABLE 84 MEDIA & ENTERTAINMENT: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 145
TABLE 85 MEDIA & ENTERTAINMENT: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 145
13.3 CONSUMER ELECTRONICS 146
TABLE 86 CONSUMER ELECTRONICS: USE CASES 146
TABLE 87 CONSUMER ELECTRONICS: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 146
TABLE 88 CONSUMER ELECTRONICS: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 147
13.4 RETAIL & ECOMMERCE 147
TABLE 89 RETAIL & ECOMMERCE: USE CASES 147
TABLE 90 RETAIL & ECOMMERCE: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 148
TABLE 91 RETAIL & ECOMMERCE: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 148
13.5 EDUCATION 148
TABLE 92 EDUCATION: USE CASES 149
TABLE 93 EDUCATION: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 149
TABLE 94 EDUCATION: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 149
13.6 AUTOMOTIVE 150
TABLE 95 AUTOMOTIVE: USE CASES 150
TABLE 96 AUTOMOTIVE: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 150
TABLE 97 AUTOMOTIVE: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 151
13.7 IT & TELECOMMUNICATION 151
TABLE 98 IT & TELECOMMUNICATION: USE CASES 151
TABLE 99 IT & TELECOMMUNICATION: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 152
TABLE 100 IT & TELECOMMUNICATION: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 152
13.8 HEALTHCARE & LIFE SCIENCES 152
TABLE 101 HEALTHCARE & LIFESCIENCES: USE CASES 153
TABLE 102 HEALTHCARE & LIFE SCIENCES: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 153
TABLE 103 HEALTHCARE & LIFE SCIENCES: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 153
13.9 GOVERNMENT & DEFENSE 154
TABLE 104 GOVERNMENT & DEFENSE: USE CASES 154
TABLE 105 GOVERNMENT & DEFENSE: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 154
TABLE 106 GOVERNMENT & DEFENSE: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 155
13.10 AVIONICS 155
TABLE 107 AVIONICS: USE CASES 155
TABLE 108 AVIONICS: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 156
TABLE 109 AVIONICS: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 156
13.11 OTHER VERTICALS 156
TABLE 110 OTHER INDUSTRY VERTICALS: USE CASES 157
TABLE 111 OTHER INDUSTRY VERTICALS: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 157
TABLE 112 OTHER INDUSTRY VERTICALS: AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 157
14 AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION 158
14.1 INTRODUCTION 159
FIGURE 37 CHINA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 159
FIGURE 38 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 160
14.1.1 COVID-19 IMPACT ON AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION 160
TABLE 113 AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2016–2021 (USD MILLION) 163
TABLE 114 AUTOMATIC CONTENT RECOGNITION MARKET, BY REGION, 2022–2027 (USD MILLION) 164
14.2 NORTH AMERICA 164
14.2.1 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 164
FIGURE 39 NORTH AMERICA: MARKET SNAPSHOT 165
TABLE 115 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 166
TABLE 116 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 166
TABLE 117 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION) 166
TABLE 118 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION) 167
TABLE 119 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 167
TABLE 120 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 167
TABLE 121 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT, 2016–2021 (USD MILLION) 168
TABLE 122 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT, 2022–2027 (USD MILLION) 168
TABLE 123 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM, 2016–2021 (USD MILLION) 168
TABLE 124 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 169
TABLE 125 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 169
TABLE 126 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 169
TABLE 127 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 169
TABLE 128 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 170
TABLE 129 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 170
TABLE 130 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 171
TABLE 131 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 171
TABLE 132 NORTH AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 171
14.2.2 UNITED STATES 172
14.2.2.1 Presence of tech giants and increased use of the internet to drive automatic content recognition market growth 172
14.2.3 CANADA 172
14.2.3.1 Startup ecosystem and transformation into data-driven organizations to drive market growth 172
14.3 EUROPE 173
14.3.1 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 174
TABLE 133 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 174
TABLE 134 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 174
TABLE 135 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION) 175
TABLE 136 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION) 175
TABLE 137 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 175
TABLE 138 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 176
TABLE 139 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT, 2016–2021 (USD MILLION) 176
TABLE 140 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT, 2022–2027 (USD MILLION) 176
TABLE 141 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM, 2016–2021 (USD MILLION) 177
TABLE 142 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 177
TABLE 143 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 177
TABLE 144 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 177
TABLE 145 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 178
TABLE 146 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 178
TABLE 147 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 178
TABLE 148 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 179
TABLE 149 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 179
TABLE 150 EUROPE: AUTOMATIC CONTENT RECOGNITION MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 179
14.3.2 UNITED KINGDOM 180
14.3.2.1 Advanced IT infrastructure and continued transition toward intelligence services to drive market growth 180
14.3.3 GERMANY 180
14.3.3.1 Government initiatives for technological developments in the manufacturing vertical to drive solutions’ growth 180
14.3.4 FRANCE 181
14.3.4.1 Heavy R&D investments, digitalization, and stronghold of retail and manufacturing verticals to drive market growth 181
14.3.5 REST OF EUROPE 181
14.4 ASIA PACIFIC 182
14.4.1 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 182
FIGURE 40 ASIA PACIFIC: MARKET SNAPSHOT 183
TABLE 151 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 183
TABLE 152 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 184
TABLE 153 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION) 184
TABLE 154 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION) 184
TABLE 155 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 185
TABLE 156 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 185
TABLE 157 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT, 2016–2021 (USD MILLION) 185
TABLE 158 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT, 2022–2027 (USD MILLION) 186
TABLE 159 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM, 2016–2021 (USD MILLION) 186
TABLE 160 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 186
TABLE 161 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 187
TABLE 162 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 187
TABLE 163 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 187
TABLE 164 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 187
TABLE 165 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 188
TABLE 166 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 188
TABLE 167 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 189
TABLE 168 ASIA PACIFIC: AUTOMATIC CONTENT RECOGNITION MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 189
14.4.2 CHINA 189
14.4.2.1 Automatic content recognition services for driving policy support and technological investments to fuel market growth 189
14.4.3 JAPAN 190
14.4.3.1 Rise of innovative technologies and collaboration between governments and businesses to boost market growth 190
14.4.4 INDIA 190
14.4.4.1 Local entrepreneurs with shift in technologies to provide support to Indian companies in the automatic content recognition market 190
14.4.5 REST OF ASIA PACIFIC 191"
"14.5 MIDDLE EAST & AFRICA 192
14.5.1 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 192
TABLE 169 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 192
TABLE 170 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 193
TABLE 171 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION) 193
TABLE 172 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION) 193
TABLE 173 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 194
TABLE 174 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 194
TABLE 175 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT, 2016–2021 (USD MILLION) 194
TABLE 176 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT, 2022–2027 (USD MILLION) 195
TABLE 177 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM, 2016–2021 (USD MILLION) 195
TABLE 178 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 195
TABLE 179 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 196
TABLE 180 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 196
TABLE 181 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 196
TABLE 182 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 196
TABLE 183 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 197
TABLE 184 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 197
TABLE 185 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 198
TABLE 186 MIDDLE EAST & AFRICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 198
14.5.2 UNITED ARAB EMIRATES 198
14.5.2.1 New investments, strategies, and products to drive automatic content recognition solutions’ adoption 198
14.5.3 KINGDOM OF SAUDI ARABIA 199
14.5.3.1 Growing need for delivering actionable insights to boost the growth of the automatic content recognition market 199
14.5.4 SOUTH AFRICA 199
14.5.4.1 Growing digitalization in countries to offer opportunities for deploying automatic content recognition 199
14.5.5 REST OF MIDDLE EAST & AFRICA 200
14.5.5.1 Increase in globalization to offer opportunities to deploy automatic content recognition solutions in the rest of the Middle East & Africa 200
14.6 LATIN AMERICA 200
14.6.1 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET DRIVERS 201
TABLE 187 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 201
TABLE 188 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 201
TABLE 189 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION) 201
TABLE 190 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION) 202
TABLE 191 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 202
TABLE 192 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 202
TABLE 193 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT, 2016–2021 (USD MILLION) 203
TABLE 194 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY CONTENT, 2022–2027 (USD MILLION) 203
TABLE 195 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM, 2016–2021 (USD MILLION) 203
TABLE 196 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY PLATFORM, 2022–2027 (USD MILLION) 204
TABLE 197 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 204
TABLE 198 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 204
TABLE 199 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 204
TABLE 200 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 205
TABLE 201 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 205
TABLE 202 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 206
TABLE 203 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 206
TABLE 204 LATIN AMERICA: AUTOMATIC CONTENT RECOGNITION MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 206
14.6.2 BRAZIL 207
14.6.2.1 Increased use of internet, technologies, and government organizations to increase demand in Brazil 207
14.6.3 MEXICO 207
14.6.3.1 Increasing trade, rising customer base, and government initiatives to fuel the growth of automatic content recognition 207
14.6.4 REST OF LATIN AMERICA 208
15 COMPETITIVE LANDSCAPE 209
15.1 OVERVIEW 209
15.2 KEY PLAYER STRATEGIES 209
TABLE 205 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN AUTOMATIC CONTENT RECOGNITION MARKET 209
15.3 REVENUE ANALYSIS 210
FIGURE 41 REVENUE ANALYSIS FOR KEY COMPANIES IN THE PAST FIVE YEARS 210
15.4 MARKET SHARE ANALYSIS 211
FIGURE 42 AUTOMATIC CONTENT RECOGNITION MARKET SHARE ANALYSIS 211
TABLE 206 AUTOMATIC CONTENT RECOGNITION MARKET: DEGREE OF COMPETITION 212
15.5 COMPANY EVALUATION QUADRANT 214
15.5.1 STARS 214
15.5.2 EMERGING LEADERS 214
15.5.3 PERVASIVE PLAYERS 214
15.5.4 PARTICIPANTS 214
FIGURE 43 KEY AUTOMATIC CONTENT RECOGNITION MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2021 215
TABLE 207 COMPANY COMPONENT FOOTPRINT 216
TABLE 208 COMPANY REGION FOOTPRINT 217
15.6 STARTUP/SME EVALUATION QUADRANT 218
15.6.1 PROGRESSIVE COMPANIES 218
15.6.2 RESPONSIVE COMPANIES 218
15.6.3 DYNAMIC COMPANIES 218
15.6.4 STARTING BLOCKS 218
FIGURE 44 STARTUP/SMES: AUTOMATIC CONTENT RECOGNITION MARKET EVALUATION MATRIX, 2021 219
15.7 COMPETITIVE BENCHMARKING 220
TABLE 209 AUTOMATIC CONTENT RECOGNITION MARKET: DETAILED LIST OF KEY STARTUPS/SMES 220
TABLE 210 AUTOMATIC CONTENT RECOGNITION MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS [STARTUPS/SMES] 221
15.8 COMPETITIVE SCENARIO 221
15.8.1 PRODUCT LAUNCHES 221
TABLE 211 PRODUCT LAUNCHES, MAY 2018–NOVEMBER 2021 222
15.8.2 DEALS 222
TABLE 212 DEALS, JULY 2018-FEBRUARY 2022 223
16 COMPANY PROFILES 225
16.1 INTRODUCTION 225
(Business Overview, Products, Solutions & Services, Recent Developments, MnM View)*
16.2 MAJOR PLAYERS 225
16.2.1 IBM 225
TABLE 213 IBM: BUSINESS OVERVIEW 225
FIGURE 45 IBM: COMPANY SNAPSHOT 226
TABLE 214 IBM: PRODUCTS OFFERED 226
TABLE 215 IBM: SERVICES OFFERED 227
TABLE 216 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 227
TABLE 217 IBM: DEALS 228
16.2.2 DIGIMARC 231
TABLE 218 DIGIMARC: BUSINESS OVERVIEW 231
FIGURE 46 DIGIMARC: COMPANY SNAPSHOT 232
TABLE 219 DIGIMARC: PRODUCTS OFFERED 232
TABLE 220 DIGIMARC: SERVICES OFFERED 233
TABLE 221 DIGIMARC: DEALS 233
16.2.3 GOOGLE 235
TABLE 222 GOOGLE: BUSINESS OVERVIEW 235
FIGURE 47 GOOGLE: COMPANY SNAPSHOT 236
TABLE 223 GOOGLE: PRODUCTS OFFERED 236
TABLE 224 GOOGLE: SERVICES OFFERED 237
TABLE 225 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 237
TABLE 226 GOOGLE: DEALS 238
16.2.4 MICROSOFT 240
TABLE 227 MICROSOFT: BUSINESS OVERVIEW 240
FIGURE 48 MICROSOFT: COMPANY SNAPSHOT 241
TABLE 228 MICROSOFT: PRODUCTS OFFERED 241
TABLE 229 MICROSOFT: SERVICES OFFERED 242
TABLE 230 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 242
TABLE 231 MICROSOFT: DEALS 243
16.2.5 APPLE 246
TABLE 232 APPLE: BUSINESS OVERVIEW 246
FIGURE 49 APPLE: COMPANY SNAPSHOT 247
TABLE 233 APPLE: PRODUCTS OFFERED 247
TABLE 234 APPLE: DEALS 248
16.3 OTHER PLAYERS 250
16.3.1 NUANCE COMMUNICATIONS 250
TABLE 235 NUANCE COMMUNICATIONS: BUSINESS OVERVIEW 250
TABLE 236 NUANCE COMMUNICATIONS: PRODUCTS OFFERED 251
TABLE 237 NUANCE COMMUNICATIONS: SERVICES OFFERED 251
TABLE 238 NUANCE COMMUNICATIONS: PRODUCT LAUNCHES AND ENHANCEMENTS 252
TABLE 239 NUANCE COMMUNICATIONS: DEALS 252
16.3.2 ARCSOFT 254
TABLE 240 ARCSOFT: BUSINESS OVERVIEW 254
TABLE 241 ARCSOFT: PRODUCTS OFFERED 254
TABLE 242 ARCSOFT: DEALS 255
16.3.3 AUDIBLE MAGIC 256
TABLE 243 AUDIBLE MAGIC: BUSINESS OVERVIEW 256
TABLE 244 AUDIBLE MAGIC: PRODUCTS OFFERED 256
TABLE 245 AUDIBLE MAGIC: SERVICES OFFERED 256
TABLE 246 AUDIBLE MAGIC: DEALS 257
16.3.4 ACRCLOUD 258
TABLE 247 ACRCLOUD: BUSINESS OVERVIEW 258
TABLE 248 ACRCLOUD: SERVICES OFFERED 258
TABLE 249 ACRCLOUD: DEALS 259
16.3.5 KT CORPORATION 260
TABLE 250 KT CORPORATION: BUSINESS OVERVIEW 260
TABLE 251 KT CORPORATION: SERVICES OFFERED 261
TABLE 252 KT CORPORATION: DEALS 261
16.3.6 KUDELSKI GROUP 262
TABLE 253 KUDELSKI GROUP: BUSINESS OVERVIEW 262
TABLE 254 KUDELSKI GROUP: PRODUCTS OFFERED 262
TABLE 255 KUDELSKI GROUP: SERVICES OFFERED 263
TABLE 256 KUDELSKI GROUP: PRODUCT LAUNCHES AND ENHANCEMENTS 263
TABLE 257 KUDELSKI GROUP: DEALS 263
16.3.7 GRACENOTE 265
TABLE 258 GRACENOTE: BUSINESS OVERVIEW 265
TABLE 259 GRACENOTE: PRODUCTS OFFERED 265
TABLE 260 GRACENOTE: SERVICES OFFERED 266
TABLE 261 GRACENOTE: PRODUCT LAUNCHES AND ENHANCEMENTS 266
TABLE 262 GRACENOTE: DEALS 267
16.3.8 VOICEINTERACTION 268
TABLE 263 VOICEINTERACTION: BUSINESS OVERVIEW 268
TABLE 264 VOICEINTERACTION: PRODUCTS OFFERED 268
TABLE 265 VOICEINTERACTION: SERVICES OFFERED 269
TABLE 266 VOICEINTERACTION: PRODUCT LAUNCHES AND ENHANCEMENTS 269
TABLE 267 VOICEINTERACTION: DEALS 269
16.3.9 VOBILE 270
TABLE 268 VOBILE: BUSINESS OVERVIEW 270
TABLE 269 VOBILE: PRODUCTS OFFERED 270
TABLE 270 VOBILE: SERVICES OFFERED 271
TABLE 271 VOBILE: DEALS 271
16.3.10 VOICEBASE 272
TABLE 272 VOICEBASE: BUSINESS OVERVIEW 272
TABLE 273 VOICEBASE: PRODUCTS OFFERED 272
TABLE 274 VOICEBASE: SERVICES OFFERED 273
TABLE 275 VOICEBASE: PRODUCT LAUNCHES AND ENHANCEMENTS 273
TABLE 276 VOICEBASE: DEALS 273
16.3.11 MUFIN GMBH 275
TABLE 277 MUFIN GMBH: BUSINESS OVERVIEW 275
TABLE 278 MUFIN GMBH: PRODUCTS OFFERED 275
TABLE 279 MUFIN GMBH: SERVICES OFFERED 276
*Details on Business Overview, Products, Solutions & Services, Recent Developments, MnM View might not be captured in case of unlisted companies.
16.4 SMES AND STARTUPS 277
16.4.1 BEATGRID MEDIA B.V. 277
16.4.2 CLARIFAI 278
16.4.3 DATASCOUTING 279
16.4.4 IVITEC 280
16.4.5 VISCOVERY PTE LTD 281
16.4.6 ZAPR MEDIA LABS 282
16.4.7 VALOSSA 283
16.4.8 SENSETIME 284
16.4.9 VERBIT 285
16.4.10 MEGVII 286
16.4.11 SAMBATV 286
17 ADJACENT AND RELATED MARKETS 287
17.1 INTRODUCTION 287
17.2 NATURAL LANGUAGE PROCESSING MARKET— GLOBAL FORECAST TO 2026 287
17.2.1 MARKET DEFINITION 287
17.2.2 MARKET OVERVIEW 287
17.2.3 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT 287
TABLE 280 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COMPONENT, 2015–2019 (USD MILLION) 288
TABLE 281 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COMPONENT, 2019–2026 (USD MILLION) 288
17.2.4 NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION TYPE 288
TABLE 282 SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SOLUTION TYPE, 2015–2019 (USD MILLION) 288
TABLE 283 SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SOLUTION TYPE, 2019–2026 (USD MILLION) 289
17.2.5 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE 289
TABLE 284 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY DEPLOYMENT MODE, 2015–2019 (USD MILLION) 289
TABLE 285 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY DEPLOYMENT MODE, 2019–2026 (USD MILLION) 289
17.2.6 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE 290
TABLE 286 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY ORGANIZATION SIZE, 2015–2019 (USD MILLION) 290
TABLE 287 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY ORGANIZATION SIZE, 2019–2026 (USD MILLION) 290
17.2.7 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE 291
TABLE 288 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2015–2019 (USD MILLION) 291
TABLE 289 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2019–2026 (USD MILLION) 291
17.2.8 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION 291
TABLE 290 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY APPLICATION, 2015–2019 (USD MILLION) 292
TABLE 291 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY APPLICATION, 2019–2026 (USD MILLION) 292
17.2.9 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL 292
TABLE 292 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY VERTICAL, 2015–2019 (USD MILLION) 293
TABLE 293 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY VERTICAL, 2019–2026 (USD MILLION) 293
17.2.10 NATURAL LANGUAGE PROCESSING MARKET, BY REGION 294
TABLE 294 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION) 294
TABLE 295 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION) 294
TABLE 296 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2015–2019 (USD MILLION) 295
TABLE 297 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2019–2026 (USD MILLION) 295
TABLE 298 EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2015–2019 (USD MILLION) 295
TABLE 299 EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2019–2026 (USD MILLION) 296
TABLE 300 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2015–2019 (USD MILLION) 296
TABLE 301 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2019–2026 (USD MILLION) 296
TABLE 302 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2015–2019 (USD MILLION) 297
TABLE 303 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2019–2026 (USD MILLION) 297
TABLE 304 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2015–2019 (USD MILLION) 297
TABLE 305 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2019–2026 (USD MILLION) 298
17.3 ENTERPRISE CONTENT MANAGEMENT MARKET - GLOBAL FORECAST TO 2025 298
17.3.1 MARKET DEFINITION 298
17.3.2 MARKET OVERVIEW 298
TABLE 306 GLOBAL ENTERPRISE CONTENT MANAGEMENT MARKET SIZE AND GROWTH RATE, 2018–2025 (USD MILLION, Y-O-Y%) 299
17.3.3 ENTERPRISE CONTENT MANAGEMENT MARKET, BY COMPONENT 299
TABLE 307 ENTERPRISE CONTENT MANAGEMENT MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION) 299
17.3.4 ENTERPRISE CONTENT MANAGEMENT MARKET, BY DEPLOYMENT MODE 300
TABLE 308 ENTERPRISE CONTENT MANAGEMENT MARKET SIZE, BY DEPLOYMENT MODE, 2018–2025 (USD MILLION) 300
17.3.5 ENTERPRISE CONTENT MANAGEMENT MARKET, BY ORGANIZATION SIZE 300
TABLE 309 ENTERPRISE CONTENT MANAGEMENT MARKET SIZE, BY ORGANIZATION SIZE, 2018–2025 (USD MILLION) 301
17.3.6 ENTERPRISE CONTENT MANAGEMENT MARKET, BY BUSINESS FUNCTION 301
TABLE 310 ENTERPRISE CONTENT MANAGEMENT MARKET SIZE, BY BUSINESS FUNCTION, 2018–2025 (USD MILLION) 301
17.3.7 ENTERPRISE CONTENT MANAGEMENT MARKET, BY VERTICAL 302
TABLE 311 ENTERPRISE CONTENT MANAGEMENT MARKET SIZE, BY VERTICAL, 2018–2025 (USD MILLION) 302
17.3.8 ENTERPRISE CONTENT MANAGEMENT MARKET, BY REGION 302
TABLE 312 ENTERPRISE CONTENT MANAGEMENT MARKET SIZE, BY REGION, 2018–2025 (USD MILLION) 303
18 APPENDIX 304
18.1 DISCUSSION GUIDE 304
18.2 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 312
18.3 AVAILABLE CUSTOMIZATIONS 314
18.4 RELATED REPORTS 314
18.5 AUTHOR DETAILS 315"
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