조사회사 : MarketsandMarkets (마켓츠앤마켓츠) 출판년월 : 2023년10월
Artificial Intelligence (AI) Toolkit Market – Global Forecast to 2028
인공지능 (AI) 툴킷 시장 : 오퍼링(하드웨어, 소프트웨어, 서비스), 기술(자연어 처리, 기계 학습), 업종(BFSI, 소매 및 전자 상거래, 의료 및 생명 과학) 및 지역 – 2028년까지의 세계 예측
Artificial Intelligence (AI) Toolkit Market by Offering (Hardware, Software, Services), Technology (Natural Language Processing, Machine Learning), Vertical (BFSI, Retail & eCommerce, Healthcare & Life Sciences) and Region – Global Forecast to 2028
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| 구성 | 영문조사보고서 |
| 가격 |
Report Overview
The AI toolkit market is estimated at USD 19.5 billion in 2023 to reach USD 91.6 billion by 2028, at a Compound Annual Growth Rate (CAGR) of 36.2%. AI toolkits that generate content, including news articles, marketing materials, and social media posts, stand as a significant market driver in the AI toolkit landscape. These toolkits are revolutionizing content creation and distribution across industries by automating the production of high-quality, contextually relevant content at scale. This expedites content development, reduces costs, and expands content accessibility. Furthermore, AI-generated content extends beyond text-based materials to include AI-generated music, videos, images, and songs. This multifaceted approach opens new horizons for creative expression and marketing strategies, unlocking novel avenues for artists, content creators, and businesses to connect with their audiences. The ability of AI toolkits to cater to diverse content needs while maintaining quality and relevance is propelling their adoption, further driving innovation in this segment of the AI toolkit market.
The computer vision segment is expected to register the fastest growth rate during the forecast period. The utilization of computer vision in industrial automation is a central driver for the AI toolkit market. In industrial operations, computer vision is pivotal in robotic assembly, object tracking, and visual inspection tasks. It enables precision and efficiency in manufacturing processes, enhancing product quality and reducing errors. As industries increasingly embrace automation and smart manufacturing practices, the demand for AI toolkits incorporating computer vision capabilities is surging. These toolkits facilitate the integration of advanced vision systems into automated processes, fostering innovation and driving the growth of the AI toolkit market for industrial applications.
The BFSI segment to hold the largest market size during the forecast period AI toolkits are pivotal in driving the AI toolkit market within the Banking, Financial Services, and Insurance (BFSI) sector. They are indispensable for real-time fraud detection, enabling financial institutions to swiftly identify and mitigate fraudulent activities. This is of paramount importance in safeguarding both customer assets and the institution’s financial integrity. By harnessing the power of AI, these toolkits continuously analyze vast datasets to identify suspicious patterns and transactions, allowing for immediate action. As the prevalence of financial fraud escalates, the demand for AI toolkits in fraud detection continues to surge, making it a central driver in the growth of the AI toolkit market in the BFSI sector.
Asia Pacific highest growth rate during the forecast period.
Agriculture-focused AI toolkits drive the Asia Pacific AI toolkit market by revolutionizing the agriculture sector. These toolkits are instrumental in the advancement of precision agriculture, farm management, and the development of smart farming technologies. With the region’s substantial population, there’s a growing demand for sustainable farming practices. AI toolkits empower precision agriculture, enhancing crop yields, efficient resource utilization, and environmental sustainability. These tools provide valuable insights into soil conditions, weather, and crop health, enabling data-driven decisions and minimizing resource wastage. As a result, adoption is increasing, addressing food security, and propelling the overall AI toolkit market in Asia Pacific.
Breakdown of primaries
The study contains insights from various industry experts, from solution vendors to Tier 1 companies. The break-up of the primaries is as follows:
• By Company Type: Tier 1 – 35%, Tier 2 – 45%, and Tier 3 – 20%
• By Designation: C-level –35%, D-level – 25%, and Others – 40%
• By Region: North America – 30%, Europe – 30%, Asia Pacific – 25%, Middle East & Africa – 10%, and Latin America- 5%.
The major players in the AI Toolkit market include Microsoft (US), Google (US), IBM (US), Oracle (US), Thales Group (France), Salesforce (US), Intel (US), Adobe (US), Meta Platforms (US), AWS (US), NVIDIA Corporation (US), H2O.ai (US), Alteryx (US), Altair (US), KNIME (Switzerland), DataRobot (US), Jasper (US), Rasa (US), SuperAnnotate (US), OpenAI (US), Obviously AI (US), Fiddler AI (US), Determined AI (US), Snorkel AI (US), Levity AI (Germany), Union AI (US), Attri AI (US), Regie.ai (US). These players have adopted various growth strategies, such as partnerships, agreements and collaborations, new product launches, enhancements, and acquisitions to expand their AI toolkit market footprint.
Research Coverage
The market study covers the AI toolkit market size across different segments. It aims at estimating the market size and the growth potential across different segments, including offering (hardware, software, services), application (natural language processing, machine learning, computer vision, deep learning, robotic process automation, and other applications (speech recognition, anomaly detection, and predictive maintenance) ), vertical (BFSI; retail & eCommerce; healthcare & life sciences; media & entertainment; aerospace & defense; IT & ITeS; telecom; real estate; manufacturing; automotive, transportation, & logistics; and other verticals (education, agriculture, government, and energy & utilities), and Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The study includes an in-depth competitive analysis of the leading market players, their company profiles, key observations related to product and business offerings, recent developments, and market strategies.
Key Benefits of Buying the Report
The report will help the market leaders/new entrants with information on the closest approximations of the global AI Toolkit market’s revenue numbers and subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to position their businesses better and plan suitable go-to-market strategies. Moreover, the report will provide insights for stakeholders to understand the market’s pulse and provide them with information on key market drivers, restraints, challenges, and opportunities.
The report provides insights on the following pointers:
Analysis of key drivers (evolution of language model concept in AI and growing adoption of AutoML to train high-quality models), restraints (lack of standardization in AI toolkit market and lack of skilled AI professionals), opportunities (growth in data generated by IoT devices creating new opportunities and market penetration of AI toolkit vendors into healthcare and financial services sector), and challenges (concerns related to AI transparency, explainability, and biases and data privacy and security concerns) influencing the growth of the AI toolkit market. Product Development/Innovation: Detailed insights on upcoming technologies, research and development activities, and new product and service launches in the AI toolkit market. Market Development: Comprehensive information about lucrative markets – the report analyses the AI Toolkit market across various regions. Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the AI Toolkit market. Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players Microsoft (US), Google (US), IBM (US), Oracle (US), Thales Group (France), Salesforce (US), Intel (US), Adobe (US), Meta Platforms (US), AWS (US), NVIDIA Corporation (US), H2O.ai (US), Alteryx (US), Altair (US), KNIME (Switzerland), DataRobot (US), Jasper (US), Rasa (US), SuperAnnotate (US), OpenAI (US), Obviously AI (US), Fiddler AI (US), Determined AI (US), Snorkel AI (US), Levity AI (Germany), Union AI (US), Attri AI (US), Regie.ai (US).
Table of Contents
1 INTRODUCTION 29
1.1 STUDY OBJECTIVES 29
1.2 MARKET DEFINITION 29
1.3 STUDY SCOPE 30
1.3.1 MARKET SEGMENTATION 30
1.3.2 REGIONS CONSIDERED 31
1.3.3 INCLUSIONS & EXCLUSIONS 31
1.4 YEARS CONSIDERED 32
1.5 CURRENCY CONSIDERED 32
TABLE 1 USD EXCHANGE RATES, 2020–2022 32
1.6 STAKEHOLDERS 33
1.7 RECESSION IMPACT 33
2 RESEARCH METHODOLOGY 34
2.1 RESEARCH DATA 34
FIGURE 1 RESEARCH DESIGN 34
2.1.1 SECONDARY DATA 35
2.1.1.1 Key data from secondary sources 35
2.1.2 PRIMARY DATA 35
2.1.2.1 Primary interviews with experts 36
2.1.2.2 Breakdown of primary profiles 36
FIGURE 2 BREAKDOWN OF PRIMARY INTERVIEWS: BY COMPANY TYPE, DESIGNATION, AND REGION 36
2.1.2.3 Key data from primary sources 37
2.1.2.4 Key insights from industry experts 37
2.2 MARKET SIZE ESTIMATION 38
FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY-SIDE): REVENUE OF OFFERINGS IN AI TOOLKIT MARKET 38
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 2 (DEMAND-SIDE) 39
FIGURE 5 AI TOOLKIT MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 39
2.2.1 TOP-DOWN APPROACH 40
2.2.2 BOTTOM-UP APPROACH 40
FIGURE 6 MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH 40
2.3 DATA TRIANGULATION 41
FIGURE 7 DATA TRIANGULATION 41
2.4 RISK ASSESSMENT 42
TABLE 2 RISK ASSESSMENT 42
2.5 RESEARCH ASSUMPTIONS 42
TABLE 3 RESEARCH ASSUMPTIONS 42
2.6 STUDY LIMITATIONS 43
2.7 IMPLICATIONS OF RECESSION ON AI TOOLKIT MARKET 43
3 EXECUTIVE SUMMARY 44
FIGURE 8 AI TOOLKIT MARKET TO WITNESS SIGNIFICANT GROWTH DURING FORECAST PERIOD 45
FIGURE 9 AI TOOLKIT MARKET: REGIONAL SNAPSHOT 45
4 PREMIUM INSIGHTS 47
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AI TOOLKIT MARKET 47
FIGURE 10 RISING TECHNOLOGICAL ADVANCEMENTS AND INCREASING GOVERNMENT SUPPORT TO DRIVE AI TOOLKIT MARKET 47
4.2 AI TOOLKIT MARKET: MAJOR SEGMENTS 47
FIGURE 11 MAJOR SEGMENTS IN AI TOOLKIT MARKET 47
4.3 AI TOOLKIT MARKET, BY OFFERING 48
FIGURE 12 SOFTWARE SEGMENT TO LEAD MARKET IN 2023 48
4.4 AI TOOLKIT MARKET, BY SERVICE 48
FIGURE 13 MANAGED SERVICES SEGMENT TO ACHIEVE HIGHER GROWTH DURING FORECAST PERIOD 48
4.5 AI TOOLKIT MARKET, BY VERTICAL 49
FIGURE 14 BFSI SEGMENT TO LEAD MARKET DURING FORECAST PERIOD 49
4.6 NORTH AMERICA: AI TOOLKIT MARKET, BY COUNTRY AND KEY VERTICAL 49
FIGURE 15 US AND BFSI SEGMENT TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023 49
5 MARKET OVERVIEW AND INDUSTRY TRENDS 50
5.1 INTRODUCTION 50
5.2 MARKET DYNAMICS 50
FIGURE 16 AI TOOLKIT MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 50
5.2.1 DRIVERS 51
5.2.1.1 Evolution of language model concept in AI 51
5.2.1.2 Growing adoption of AutoML to train high-quality models 51
5.2.1.3 Need to accelerate end-to-end ML and data science pipelines using optimized deep learning frameworks 51
5.2.2 RESTRAINTS 51
5.2.2.1 Lack of skilled AI professionals 51
5.2.2.2 Lack of standardization in AI toolkit market 52
5.2.3 OPPORTUNITIES 52
5.2.3.1 Growth in data generated by IoT devices 52
5.2.3.2 Market penetration of AI toolkit vendors into healthcare and financial services sectors 52
5.2.4 CHALLENGES 53
5.2.4.1 Concerns related to AI transparency and explainability 53
5.2.4.2 Security and privacy concerns 53
5.3 INDUSTRY TRENDS 54
5.3.1 EVOLUTION OF ARTIFICIAL INTELLIGENCE TECHNOLOGY 54
5.3.1.1 Milestones of Artificial Intelligence 54
FIGURE 17 MILESTONES OF ARTIFICIAL INTELLIGENCE 54
5.3.2 ECOSYSTEM ANALYSIS 57
FIGURE 18 ECOSYSTEM MAP 57
TABLE 4 ROLE OF PLAYERS IN MARKET ECOSYSTEM 57
5.3.3 CASE STUDY ANALYSIS 58
5.3.3.1 CarMax deployed Microsoft’s Azure OpenAI Service to ensure data security and compliance 58
5.3.3.2 Trifork employed NVIDIA’s DeepStream and Jetson Xavier AGX to optimize baggage handling at airports 59
5.3.3.3 Obviously AI offered its accurate revenue predictions to provide organizations with valuable insights for better decision-making 60
5.3.3.4 2X implemented Jasper’s multifaceted functionality to offer personalized experience to content team 61
5.3.3.5 Obviously AI’s precise sales predictions empowered organizations to allocate resources and make data-driven choices 62
5.3.4 VALUE CHAIN ANALYSIS 62
FIGURE 19 VALUE CHAIN ANALYSIS 62
5.3.5 TARIFF AND REGULATORY LANDSCAPE 63
5.3.5.1 Tariff related to electronic integrated circuits and microassemblies 63
TABLE 5 TARIFF RELATED TO ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS 63
5.3.5.2 Regulatory bodies, government agencies, and other organizations 64
TABLE 6 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 64
TABLE 7 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 65
TABLE 8 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 67
TABLE 9 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 67
5.3.5.2.1 North America 68
5.3.5.2.1.1 US 68
5.3.5.2.1.2 Canada 68
5.3.5.2.2 Europe 68
5.3.5.2.3 Asia Pacific 69
5.3.5.2.3.1 South Korea 69
5.3.5.2.3.2 China 69
5.3.5.2.3.3 India 69
5.3.5.2.4 Middle East & Africa 69
5.3.5.2.4.1 UAE 69
5.3.5.2.4.2 KSA 69
5.3.5.2.4.3 Bahrain 70
5.3.5.2.5 Latin America 70
5.3.5.2.5.1 Brazil 70
5.3.5.2.5.2 Mexico 70
5.3.6 PRICING ANALYSIS 70
5.3.6.1 Average selling price trends for key players, by billing cycle 70
TABLE 10 AVERAGE SELLING PRICE TRENDS FOR KEY PLAYERS, BY BILLING CYCLE (USD) 70
5.3.6.2 Indicative pricing analysis for key players 71
TABLE 11 INDICATIVE PRICING ANALYSIS FOR KEY PLAYERS, BY AI TOOLKIT SOFTWARE (USD) 71
5.3.7 PATENT ANALYSIS 71
5.3.7.1 Methodology 71
TABLE 12 PATENTS FILED, 2021–2023 71
5.3.7.2 Innovation and patent applications 72
FIGURE 20 NUMBER OF PATENTS GRANTED ANNUALLY, 2021–2023 72
5.3.7.2.1 Top applicants 72
FIGURE 21 TOP TEN PATENT APPLICANTS WITH HIGHEST NUMBER OF APPLICATIONS, 2021–2023 72
TABLE 13 PATENTS GRANTED IN AI TOOLKIT MARKET, 2021–2023 73
5.3.8 PORTER’S FIVE FORCES ANALYSIS 73
TABLE 14 IMPACT OF PORTER’S FIVE FORCES ON AI TOOLKIT MARKET 73
5.3.8.1 Threat of new entrants 74
5.3.8.2 Threat of substitutes 74
5.3.8.3 Bargaining power of buyers 74
5.3.8.4 Bargaining power of suppliers 74
5.3.8.5 Intensity of competitive rivalry 74
5.3.9 KEY STAKEHOLDERS & BUYING CRITERIA 74
5.3.9.1 Key stakeholders in buying process 74
FIGURE 22 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS 75
TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS 75
5.3.9.2 Buying criteria 75
FIGURE 23 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 76
TABLE 16 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 76
5.3.10 KEY CONFERENCES & EVENTS 76
TABLE 17 LIST OF CONFERENCES & EVENTS, 2023–2024 76
5.3.11 TRENDS AND DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 78
FIGURE 24 TRENDS AND DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 78
5.3.12 HS CODES: ELECTRONIC INTEGRATED CIRCUITS AND MICROASSEMBLIES (8542) 79
5.3.12.1 Export scenario for HS Code: 8542 79
FIGURE 25 EXPORT VALUE OF ELECTRONIC INTEGRATED CIRCUITS AND MICROASSEMBLIES, BY KEY COUNTRY, 2015–2022 (USD BILLION) 79
5.3.12.2 Import scenario for HS Code: 8542 79
FIGURE 26 IMPORT VALUE OF ELECTRONIC INTEGRATED CIRCUITS AND MICROASSEMBLIES, BY KEY COUNTRY, 2015–2022 (USD BILLION) 80
5.3.13 BEST PRACTICES IN AI TOOLKIT MARKET 80
5.3.13.1 User-friendly interfaces 80
5.3.13.2 Comprehensive documentation 80
5.3.13.3 Training and support 80
5.3.13.4 Sample code and use cases 80
5.3.13.5 Data privacy and security 81
5.3.14 AI TOOLKIT MARKET: CURRENT AND EMERGING BUSINESS MODELS 81
5.3.14.1 Open-source software 81
5.3.14.2 Subscription-based services 81
5.3.14.3 Pay-per-use or consumption-based pricing 81
5.3.14.4 Enterprise licensing 81
5.3.14.5 Platform-as-a-Service 81
5.3.14.6 AI-as-a-Service 81
5.3.15 AI TOOLKIT TOOLS, FRAMEWORKS, AND TECHNIQUES 81
5.3.15.1 AI toolkit tools 81
5.3.15.1.1 Data labeling tools 81
5.3.15.1.2 Data preparation tools 82
5.3.15.1.3 Automated machine learning tools 82
5.3.15.2 AI toolkit frameworks 82
5.3.15.2.1 TensorFlow 82
5.3.15.2.2 PyTorch 82
5.3.15.2.3 Keras 82
5.3.15.2.4 Scikit-learn 82
5.3.15.3 AI toolkit techniques 82
5.3.15.3.1 Supervised learning 82
5.3.15.3.2 Unsupervised learning 83
5.3.15.3.3 Reinforcement learning 83
5.3.16 TECHNOLOGY ANALYSIS 83
5.3.16.1 Key technologies 83
5.3.16.1.1 Machine Learning 83
5.3.16.1.2 Deep Learning 83
5.3.16.1.3 Natural Language Processing (NLP) 83
5.3.16.1.4 Generative Models 84
5.3.16.2 Complementary technologies 84
5.3.16.2.1 Big Data Technologies 84
5.3.16.2.2 Cloud Computing 84
5.3.16.3 Adjacent technologies 84
5.3.16.3.1 Edge Computing 84
5.3.16.3.2 Blockchain 84
5.3.17 FUTURE LANDSCAPE OF AI TOOLKIT MARKET 85
5.3.17.1 AI toolkit technology roadmap till 2030 85
5.3.17.1.1 Short-term roadmap (2023–2025) 85
5.3.17.1.2 Mid-term roadmap (2026–2028) 85
5.3.17.1.3 Long-term roadmap (2029–2030) 85
5.3.18 ETHICS OF AI TOOLKIT DEVELOPMENT 85
5.3.18.1 Fairness and biases 85
5.3.18.2 Privacy and security 85
5.3.18.3 Accountability and transparency 86
6 AI TOOLKIT MARKET, BY OFFERING 87
6.1 INTRODUCTION 88
FIGURE 27 SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 88
6.1.1 OFFERINGS: AI TOOLKIT MARKET DRIVERS 88
TABLE 18 AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 89
TABLE 19 AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 89
6.2 SOFTWARE 89
6.2.1 NEED FOR CUSTOMIZABLE AND USER-FRIENDLY SOFTWARE-BASED SOLUTIONS TO DRIVE MARKET 89
TABLE 20 SOFTWARE: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 90
TABLE 21 SOFTWARE: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 90
6.3 HARDWARE 90
TABLE 22 HARDWARE: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 91
TABLE 23 HARDWARE: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 91
TABLE 24 AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 91
TABLE 25 AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 91
6.3.1 PROCESSORS 92
6.3.1.1 Demand for high-end processors to support growth of AI toolkit market 92
TABLE 26 PROCESSORS: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 92
TABLE 27 PROCESSORS: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 92
6.3.2 ACCELERATORS 93
6.3.2.1 Focus on enhancing performance and efficiency of AI applications to drive need for accelerators 93
TABLE 28 ACCELERATORS: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 93
TABLE 29 ACCELERATORS: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 93
6.3.2.2 Graphics processing units (GPUs) 94
6.3.2.3 Tensor processing units 94
6.3.2.4 Field programmable processing units 94
6.3.2.5 Neuromorphic chips 95
6.3.3 OTHER HARDWARE TYPES 95
TABLE 30 OTHER HARDWARE TYPES: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 95
TABLE 31 OTHER HARDWARE TYPES: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 96
6.4 SERVICES 96
TABLE 32 SERVICES: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 96
TABLE 33 SERVICES: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 97
TABLE 34 AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 97
TABLE 35 AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 97
6.4.1 PROFESSIONAL SERVICES 97
TABLE 36 PROFESSIONAL SERVICES: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 98
TABLE 37 PROFESSIONAL SERVICES: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 98
TABLE 38 AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 98
TABLE 39 AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 98
6.4.1.1 Consulting 99
6.4.1.1.1 Demand for expert guidance and strategic direction to drive need for consulting services 99
TABLE 40 CONSULTING: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 99
TABLE 41 CONSULTING: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 99
6.4.1.2 Deployment & integration 100
6.4.1.2.1 Rising emphasis on effective implementation and utilization of AI solutions to spur growth of deployment and integration services 100
TABLE 42 DEPLOYMENT & INTEGRATION: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 100
TABLE 43 DEPLOYMENT & INTEGRATION: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 100
6.4.1.3 Support & maintenance 101
6.4.1.3.1 Support and maintenance services ensure continued functionality, reliability, and effectiveness of AI systems and solutions 101
TABLE 44 SUPPORT & MAINTENANCE: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 101
TABLE 45 SUPPORT & MAINTENANCE: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 101
6.4.2 MANAGED SERVICES 102
6.4.2.1 Focus on establishing nimble and agile approach to AI implementation to drive growth of managed services 102
TABLE 46 MANAGED SERVICES: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 102
TABLE 47 MANAGED SERVICES: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 102
7 AI TOOLKIT MARKET, BY TECHNOLOGY 103
7.1 INTRODUCTION 104
FIGURE 28 COMPUTER VISION SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 104
7.1.1 TECHNOLOGIES: AI TOOLKIT MARKET DRIVERS 104
TABLE 48 AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 105
TABLE 49 AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 105
7.2 NATURAL LANGUAGE PROCESSING 105
7.2.1 NATURAL LANGUAGE PROCESSING TOOLS FACILITATE INTERACTION BETWEEN COMPUTERS AND HUMAN LANGUAGE 105
TABLE 50 NATURAL LANGUAGE PROCESSING: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 106
TABLE 51 NATURAL LANGUAGE PROCESSING: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 106
7.3 MACHINE LEARNING 106
7.3.1 NEED TO FACILITATE PREDICTIVE ANALYTICS AND DATA-DRIVEN DECISION-MAKING TO DRIVE MARKET 106
TABLE 52 MACHINE LEARNING: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 107
TABLE 53 MACHINE LEARNING: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 107
7.4 COMPUTER VISION 108
7.4.1 COMPUTER VISION TOOLS ENABLE MACHINES TO INTERPRET AND ANALYZE IMAGES AND VIDEOS 108
TABLE 54 COMPUTER VISION: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 108
TABLE 55 COMPUTER VISION: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 108
7.5 ROBOTIC PROCESS AUTOMATION 109
7.5.1 NEED FOR EFFECTIVE DECISION-MAKING PROCESSES IN EXECUTION OF REPETITIVE AND RULE-BASED TASKS TO SPUR GROWTH 109
TABLE 56 ROBOTIC PROCESS AUTOMATION: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 109
TABLE 57 ROBOTIC PROCESS AUTOMATION: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 110
8 AI TOOLKIT MARKET, BY VERTICAL 111
8.1 INTRODUCTION 112
FIGURE 29 HEALTHCARE & LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 112
8.1.1 VERTICALS: AI TOOLKIT MARKET DRIVERS 112
TABLE 58 AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 113
TABLE 59 AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 113
8.2 BFSI 114
8.2.1 GROWTH OF FRAUDULENT ACTIVITIES IN BFSI SECTOR TO DRIVE DEMAND FOR AI TOOLKITS 114
8.2.2 USE CASES 114
8.2.2.1 Fraud detection & prevention 114
8.2.2.2 Risk assessment 114
TABLE 60 BFSI: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 115
TABLE 61 BFSI: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 115
8.3 RETAIL & ECOMMERCE 115
8.3.1 AI HELPS TRACK SALES AND PROCESSING DATA TO FORMULATE STRATEGIES IN RETAIL & ECOMMERCE SECTOR 115
8.3.2 USE CASES 116
8.3.2.1 Pricing optimization 116
8.3.2.2 Visual search 116
TABLE 62 RETAIL & ECOMMERCE: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 116
TABLE 63 RETAIL & ECOMMERCE: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 116
8.4 HEALTHCARE & LIFE SCIENCES 117
8.4.1 AI TOOLKITS OFFER ROBUST ARSENAL OF TOOLS AND TECHNOLOGIES THAT RESHAPE DELIVERY OF HEALTHCARE SERVICES 117
8.4.2 USE CASES 117
8.4.2.1 Medical imaging analysis 117
8.4.2.2 Drug discovery and development 117
TABLE 64 HEALTHCARE & LIFE SCIENCES: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 118
TABLE 65 HEALTHCARE & LIFE SCIENCES: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 118
8.5 MANUFACTURING 118
8.5.1 DEMAND FOR DEPLOYMENT OF AI-ENHANCED QUALITY CONTROL SYSTEMS IN MANUFACTURING SECTOR TO DRIVE POPULARITY OF AI TOOLKITS 118
8.5.2 USE CASES 119
8.5.2.1 Production scheduling 119
8.5.2.2 Product design and prototyping 119
TABLE 66 MANUFACTURING: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 119
TABLE 67 MANUFACTURING: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 119
8.6 TELECOM 120
8.6.1 AI-BASED AUTOMATED BILLING AND CHATBOTS TRANSFORM TRADITIONAL PROCESSES IN TELECOM SECTOR 120
8.6.2 USE CASES 120
8.6.2.1 Automated billing and invoicing 120
8.6.2.2 Network planning and expansion 120
TABLE 68 TELECOM: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 120
TABLE 69 TELECOM: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 121
8.7 IT & ITES 121
8.7.1 AI-DRIVEN SOLUTIONS AUTONOMOUSLY MONITOR HEALTH OF SERVERS, NETWORKS, AND DATA CENTERS 121
8.7.2 USE CASES 121
8.7.2.1 IT asset management 121
8.7.2.2 Project management 121
TABLE 70 IT & ITES: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 122
TABLE 71 IT & ITES: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 122
8.8 MEDIA & ENTERTAINMENT 122
8.8.1 NEED FOR ACCURATE CONTENT RECOMMENDATION AND PERSONALIZATION TO BOOST ADOPTION OF AI TOOLKITS IN MEDIA & ENTERTAINMENT SECTOR 122
8.8.2 USE CASES 123
8.8.2.1 Content recommendation 123
8.8.2.2 Content moderation 123
TABLE 72 MEDIA & ENTERTAINMENT: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 123
TABLE 73 MEDIA & ENTERTAINMENT: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 123
8.9 ENERGY & UTILITIES 124
8.9.1 AI TOOLKITS HELP ENERGY AND UTILITY COMPANIES MEET DEMAND FOR SUSTAINABILITY AND OPERATIONAL EFFICIENCY 124
8.9.2 USE CASES 124
8.9.2.1 Energy storage optimization 124
8.9.2.2 Grid anomaly detection 124
TABLE 74 ENERGY & UTILITIES: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 125
TABLE 75 ENERGY & UTILITIES: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 125
8.10 GOVERNMENT & DEFENSE 125
8.10.1 INNOVATION, EFFICIENCY, AND SECURITY ACROSS AREAS OF PUBLIC ADMINISTRATION AND NATIONAL DEFENSE TO SPUR GROWTH 125
8.10.2 USE CASES 126
8.10.2.1 Document analysis 126
8.10.2.2 Government services automation 126
TABLE 76 GOVERNMENT & DEFENSE: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 126
TABLE 77 GOVERNMENT & DEFENSE: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 126
8.11 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS 127
8.11.1 FOCUS ON ENHANCING EFFICIENCY, SAFETY, AND SUSTAINABILITY ACROSS SUPPLY CHAIN OPERATIONS TO PROPEL MARKET GROWTH 127
8.11.2 USE CASES 127
8.11.2.1 Driver assistance systems 127
8.11.2.2 Autonomous vehicles 127
TABLE 78 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 127
TABLE 79 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 128
8.12 OTHER VERTICALS 128
8.12.1 USE CASES 129
8.12.1.1 Automated grading 129
8.12.1.2 Safety compliance 129
8.12.1.3 Precision farming 129
8.12.1.4 Language translation 129
TABLE 80 OTHER VERTICALS: AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 129
TABLE 81 OTHER VERTICALS: AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 130
9 AI TOOLKIT MARKET, BY REGION 131
9.1 INTRODUCTION 132
TABLE 82 AI TOOLKIT MARKET, BY REGION, 2017–2022 (USD MILLION) 132
TABLE 83 AI TOOLKIT MARKET, BY REGION, 2023–2028 (USD MILLION) 132
9.2 NORTH AMERICA 133
9.2.1 NORTH AMERICA: AI TOOLKIT MARKET DRIVERS 133
9.2.2 NORTH AMERICA: RECESSION IMPACT 133
FIGURE 30 NORTH AMERICA: AI TOOLKIT MARKET SNAPSHOT 134
TABLE 84 NORTH AMERICA: AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 134
TABLE 85 NORTH AMERICA: AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 135
TABLE 86 NORTH AMERICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 135
TABLE 87 NORTH AMERICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 135
TABLE 88 NORTH AMERICA: AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 135
TABLE 89 NORTH AMERICA: AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 136
TABLE 90 NORTH AMERICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 136
TABLE 91 NORTH AMERICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 136
TABLE 92 NORTH AMERICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 136
TABLE 93 NORTH AMERICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 137
TABLE 94 NORTH AMERICA: AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 137
TABLE 95 NORTH AMERICA: AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 138
TABLE 96 NORTH AMERICA: AI TOOLKIT MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 138
TABLE 97 NORTH AMERICA: AI TOOLKIT MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 138
9.2.3 US 139
9.2.3.1 Robust growth of AI toolkit ecosystem to drive market 139
TABLE 98 US: AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 139
TABLE 99 US: AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 139
TABLE 100 US: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 139
TABLE 101 US: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 140
TABLE 102 US: AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 140
TABLE 103 US: AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 140
TABLE 104 US: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 140
TABLE 105 US: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 141
TABLE 106 US: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 141
TABLE 107 US: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 141
TABLE 108 US: AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 142
TABLE 109 US: AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 142
9.2.4 CANADA 143
9.2.4.1 Rising government initiatives to support rapidly evolving AI technology to facilitate market growth 143
TABLE 110 CANADA: AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 143
TABLE 111 CANADA: AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 143
TABLE 112 CANADA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 143
TABLE 113 CANADA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 144
TABLE 114 CANADA: AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 144
TABLE 115 CANADA: AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 144
TABLE 116 CANADA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 144
TABLE 117 CANADA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 145
TABLE 118 CANADA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 145
TABLE 119 CANADA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 145
TABLE 120 CANADA: AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 146
TABLE 121 CANADA: AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 146
9.3 EUROPE 147
9.3.1 EUROPE: AI TOOLKIT MARKET DRIVERS 147
9.3.2 EUROPE: RECESSION IMPACT 147
TABLE 122 EUROPE: AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 147
TABLE 123 EUROPE: AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 148
TABLE 124 EUROPE: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 148
TABLE 125 EUROPE: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 148
TABLE 126 EUROPE: AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 148
TABLE 127 EUROPE: AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 149
TABLE 128 EUROPE: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 149
TABLE 129 EUROPE: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 149
TABLE 130 EUROPE: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 149
TABLE 131 EUROPE: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 150
TABLE 132 EUROPE: AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 150
TABLE 133 EUROPE: AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 151
TABLE 134 EUROPE: AI TOOLKIT MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 151
TABLE 135 EUROPE: AI TOOLKIT MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 152
9.3.3 UK 152
9.3.3.1 Increasing government funding in artificial intelligence to drive market 152
TABLE 136 UK: AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 152
TABLE 137 UK: AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 153
TABLE 138 UK: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 153
TABLE 139 UK: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 153
TABLE 140 UK: AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 153
TABLE 141 UK: AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 154
TABLE 142 UK: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 154
TABLE 143 UK: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 154
TABLE 144 UK: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 154
TABLE 145 UK: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 155
TABLE 146 UK: AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 155
TABLE 147 UK: AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 156
9.3.4 GERMANY 156
9.3.4.1 Strong emphasis on innovation and technology to boost adoption of AI toolkits 156
9.3.5 FRANCE 157
9.3.5.1 Need for use of advanced solutions to deal with climate change and societal issues to drive popularity of advanced AI toolkits 157
9.3.6 ITALY 157
9.3.6.1 Rising government initiatives to boost development and competitiveness of AI to drive market 157
TABLE 148 ITALY: AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 157
TABLE 149 ITALY: AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 158
TABLE 150 ITALY: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 158
TABLE 151 ITALY: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 158
TABLE 152 ITALY: AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 158
TABLE 153 ITALY: AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 159
TABLE 154 ITALY: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 159
TABLE 155 ITALY: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 159
TABLE 156 ITALY: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 159
TABLE 157 ITALY: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 160
TABLE 158 ITALY: AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 160
TABLE 159 ITALY: AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 161
9.3.7 SPAIN 161
9.3.7.1 Growing deployment of AI technologies across public and private sectors to drive growth 161
9.3.8 NORDICS 162
9.3.8.1 Tech-savvy population and robust investment in technology companies to drive market 162
9.3.9 REST OF EUROPE 162
9.4 ASIA PACIFIC 163
9.4.1 ASIA PACIFIC: AI TOOLKIT MARKET DRIVERS 163
9.4.2 ASIA PACIFIC: RECESSION IMPACT 163
FIGURE 31 ASIA PACIFIC: AI TOOLKIT MARKET SNAPSHOT 164
TABLE 160 ASIA PACIFIC: AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 164
TABLE 161 ASIA PACIFIC: AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 165
TABLE 162 ASIA PACIFIC: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 165
TABLE 163 ASIA PACIFIC: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 165
TABLE 164 ASIA PACIFIC: AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 165
TABLE 165 ASIA PACIFIC: AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 166
TABLE 166 ASIA PACIFIC: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 166
TABLE 167 ASIA PACIFIC: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 166
TABLE 168 ASIA PACIFIC: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 166
TABLE 169 ASIA PACIFIC: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 167
TABLE 170 ASIA PACIFIC: AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 167
TABLE 171 ASIA PACIFIC: AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 168
TABLE 172 ASIA PACIFIC: AI TOOLKIT MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 168
TABLE 173 ASIA PACIFIC: AI TOOLKIT MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 169
9.4.3 CHINA 169
9.4.3.1 Need for nurturing domestic AI capabilities and promoting global expansion of Chinese tech companies to spur market 169
TABLE 174 CHINA: AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 169
TABLE 175 CHINA: AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 170
TABLE 176 CHINA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 170
TABLE 177 CHINA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 170
TABLE 178 CHINA: AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 170
TABLE 179 CHINA: AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 171
TABLE 180 CHINA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 171
TABLE 181 CHINA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 171
TABLE 182 CHINA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 171
TABLE 183 CHINA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 172
TABLE 184 CHINA: AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 172
TABLE 185 CHINA: AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 173
9.4.4 INDIA 173
9.4.4.1 Rising emphasis on driving innovation, enhancing productivity, and transforming industries to boost popularity of AI-driven toolkits 173
9.4.5 JAPAN 174
9.4.5.1 Need for adequate utilization of data-driven AI across domains to spur market 174
9.4.6 AUSTRALIA & NEW ZEALAND 174
9.4.6.1 Increasing application of AI technology in cybersecurity and farming to drive market 174
9.4.7 SOUTH KOREA 175
9.4.7.1 Emphasis on developing robust digital strategies to encourage market expansion 175
9.4.8 SOUTHEAST ASIA 175
9.4.8.1 Recognition of transformative potential of AI to boost use of AI toolkits 175
9.4.9 REST OF ASIA PACIFIC 176
9.5 MIDDLE EAST & AFRICA 176
9.5.1 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET DRIVERS 176
9.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT 177
TABLE 186 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 177
TABLE 187 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 177
TABLE 188 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 177
TABLE 189 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 178
TABLE 190 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 178
TABLE 191 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 178
TABLE 192 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 178
TABLE 193 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 179
TABLE 194 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 179
TABLE 195 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 179
TABLE 196 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 180
TABLE 197 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 180
TABLE 198 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY COUNTRY/REGION, 2017–2022 (USD MILLION) 181
TABLE 199 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY COUNTRY/REGION, 2023–2028 (USD MILLION) 181
9.5.3 GCC COUNTRIES 181
9.5.3.1 Strong partnerships between public and private players to implement AI technology across crucial sectors to drive market 181
TABLE 200 GCC COUNTRIES: AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 182
TABLE 201 GCC COUNTRIES: AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 182
TABLE 202 GCC COUNTRIES: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 183
TABLE 203 GCC COUNTRIES: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 183
TABLE 204 GCC COUNTRIES: AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 183
TABLE 205 GCC COUNTRIES: AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 183
TABLE 206 GCC COUNTRIES: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 184
TABLE 207 GCC COUNTRIES: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 184
TABLE 208 GCC COUNTRIES: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 184
TABLE 209 GCC COUNTRIES: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 184
TABLE 210 GCC COUNTRIES: AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 185
TABLE 211 GCC COUNTRIES: AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 185
9.5.4 SOUTH AFRICA 186
9.5.4.1 Rising focus on enhancing global health equitably for betterment of healthcare to offer opportunities for players to leverage AI technology 186
9.5.5 REST OF MIDDLE EAST & AFRICA 186
9.6 LATIN AMERICA 187
9.6.1 LATIN AMERICA: AI TOOLKIT MARKET DRIVERS 187
9.6.2 LATIN AMERICA: RECESSION IMPACT 187
TABLE 212 LATIN AMERICA: AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 187
TABLE 213 LATIN AMERICA: AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 188
TABLE 214 LATIN AMERICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 188
TABLE 215 LATIN AMERICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 188
TABLE 216 LATIN AMERICA: AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 188
TABLE 217 LATIN AMERICA: AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 189
TABLE 218 LATIN AMERICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 189
TABLE 219 LATIN AMERICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 189
TABLE 220 LATIN AMERICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 189
TABLE 221 LATIN AMERICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 190
TABLE 222 LATIN AMERICA: AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 190
TABLE 223 LATIN AMERICA: AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 191
TABLE 224 LATIN AMERICA: AI TOOLKIT MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 191
TABLE 225 LATIN AMERICA: AI TOOLKIT MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 191
9.6.3 BRAZIL 192
9.6.3.1 Implementation of AI and ML technologies in enterprise-level operations to foster market growth 192
TABLE 226 BRAZIL: AI TOOLKIT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 192
TABLE 227 BRAZIL: AI TOOLKIT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 192
TABLE 228 BRAZIL: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017–2022 (USD MILLION) 193
TABLE 229 BRAZIL: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 193
TABLE 230 BRAZIL: AI TOOLKIT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 193
TABLE 231 BRAZIL: AI TOOLKIT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 193
TABLE 232 BRAZIL: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 194
TABLE 233 BRAZIL: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 194
TABLE 234 BRAZIL: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 194
TABLE 235 BRAZIL: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 194
TABLE 236 BRAZIL: AI TOOLKIT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 195
TABLE 237 BRAZIL: AI TOOLKIT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 195
9.6.4 MEXICO 196
9.6.4.1 Special focus on governance, government services, and data infrastructure to boost popularity of AI-driven toolkits 196
9.6.5 REST OF LATIN AMERICA 196
10 COMPETITIVE LANDSCAPE 197
10.1 INTRODUCTION 197
10.2 STRATEGIES ADOPTED BY KEY PLAYERS 197
TABLE 238 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS 197
10.3 HISTORICAL REVENUE ANALYSIS FOR KEY PLAYERS 198
FIGURE 32 HISTORICAL REVENUE ANALYSIS FOR KEY PLAYERS, 2020–2022 (USD MILLION) 198
10.4 MARKET SHARE ANALYSIS FOR KEY PLAYERS 199
TABLE 239 AI TOOLKIT MARKET: INTENSITY OF COMPETITIVE RIVALRY 199
10.5 COMPANY EVALUATION MATRIX FOR KEY PLAYERS 199
10.5.1 STARS 199
10.5.2 EMERGING LEADERS 199
10.5.3 PERVASIVE PLAYERS 199
10.5.4 PARTICIPANTS 200
FIGURE 33 COMPANY EVALUATION MATRIX FOR KEY PLAYERS, 2023 200
10.5.5 COMPANY FOOTPRINT 201
TABLE 240 COMPANY OVERALL FOOTPRINT 201
TABLE 241 COMPANY FOOTPRINT, BY OFFERING 201
TABLE 242 COMPANY FOOTPRINT, BY KEY VERTICAL 202
TABLE 243 COMPANY FOOTPRINT, BY REGION 203
10.6 START-UP/SME EVALUATION MATRIX 204
10.6.1 PROGRESSIVE COMPANIES 204
10.6.2 RESPONSIVE COMPANIES 204
10.6.3 DYNAMIC COMPANIES 204
10.6.4 STARTING BLOCKS 204
FIGURE 34 START-UP/SME EVALUATION MATRIX, 2023 205
10.6.5 COMPETITIVE BENCHMARKING 206
TABLE 244 DETAILED LIST OF START-UPS/SMES 206
TABLE 245 COMPETITIVE BENCHMARKING OF START-UPS/SMES 206
10.7 COMPETITIVE SCENARIO AND TRENDS 207
10.7.1 PRODUCT LAUNCHES 207
TABLE 246 AI TOOLKIT MARKET: PRODUCT LAUNCHES, 2021–2023 207
10.7.2 DEALS 208
TABLE 247 AI TOOLKIT MARKET: DEALS, 2022–2023 208
10.8 AI TOOLKIT PRODUCT BENCHMARKING 210
10.8.1 PROMINENT AI TOOLKIT SOLUTIONS 210
TABLE 248 COMPARATIVE ANALYSIS OF PROMINENT AI TOOLKITS 210
10.8.1.1 Salesforce Einstein 210
10.8.1.2 Vertex AI 210
10.8.1.3 Adobe Firefly 210
10.8.1.4 IBM Watsonx 210
10.8.1.5 Regie.ai 210
10.9 VALUATION AND FINANCIAL METRICS OF KEY AI TOOLKIT VENDORS 211
FIGURE 35 VALUATION AND FINANCIAL METRICS OF KEY AI TOOLKIT VENDORS 211
11 COMPANY PROFILES 212
11.1 KEY PLAYERS 212
(Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)*
11.1.1 NVIDIA CORPORATION 212
TABLE 249 NVIDIA CORPORATION: COMPANY OVERVIEW 212
FIGURE 36 NVIDIA CORPORATION: COMPANY SNAPSHOT 213
TABLE 250 NVIDIA CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 213
TABLE 251 NVIDIA CORPORATION: PRODUCT LAUNCHES AND ENHANCEMENTS 214
TABLE 252 NVIDIA CORPORATION: DEALS 214
11.1.2 META 216
TABLE 253 META: COMPANY OVERVIEW 216
FIGURE 37 META: COMPANY SNAPSHOT 217
TABLE 254 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED 217
TABLE 255 META: DEALS 218
11.1.3 MICROSOFT 219
TABLE 256 MICROSOFT: COMPANY OVERVIEW 219
FIGURE 38 MICROSOFT: COMPANY SNAPSHOT 220
TABLE 257 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 220
TABLE 258 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 221
TABLE 259 MICROSOFT: DEALS 221
11.1.4 IBM 223
TABLE 260 IBM: COMPANY OVERVIEW 223
FIGURE 39 IBM: COMPANY SNAPSHOT 224
TABLE 261 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 224
TABLE 262 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 226
TABLE 263 IBM: DEALS 226
11.1.5 GOOGLE 228
TABLE 264 GOOGLE: COMPANY OVERVIEW 228
FIGURE 40 GOOGLE: COMPANY SNAPSHOT 229
TABLE 265 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 229
TABLE 266 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 230
TABLE 267 GOOGLE: DEALS 230
11.1.6 THALES GROUP 232
TABLE 268 THALES GROUP: COMPANY OVERVIEW 232
FIGURE 41 THALES GROUP: COMPANY SNAPSHOT 233
TABLE 269 THALES GROUP: PRODUCTS/SOLUTIONS/SERVICES OFFERED 234
TABLE 270 THALES GROUP: PRODUCT LAUNCHES AND ENHANCEMENTS 234
TABLE 271 THALES GROUP: DEALS 234
11.1.7 INTEL 235
TABLE 272 INTEL: COMPANY OVERVIEW 235
FIGURE 42 INTEL: COMPANY SNAPSHOT 236
TABLE 273 INTEL: PRODUCTS/SOLUTIONS/SERVICES OFFERED 236
TABLE 274 INTEL: DEALS 237
11.1.8 ORACLE 238
TABLE 275 ORACLE: COMPANY OVERVIEW 238
FIGURE 43 ORACLE: COMPANY SNAPSHOT 239
TABLE 276 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 239
TABLE 277 ORACLE: DEALS 240
11.1.9 ADOBE 241
TABLE 278 ADOBE: COMPANY OVERVIEW 241
FIGURE 44 ADOBE: COMPANY SNAPSHOT 242
TABLE 279 ADOBE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 242
TABLE 280 ADOBE: DEALS 243
11.1.10 SALESFORCE 244
TABLE 281 SALESFORCE: COMPANY OVERVIEW 244
FIGURE 45 SALESFORCE: COMPANY SNAPSHOT 245
TABLE 282 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 245
TABLE 283 SALESFORCE: DEALS 246
11.1.11 H20.AI 247
11.1.12 ALTERYX 248
11.1.13 KNIME 248
11.1.14 DATAROBOT 249
11.1.15 ALTAIR 250
11.1.16 ATTRI 251
11.1.17 DETERMINED AI 252
11.1.18 RASA 253
11.1.19 OPENAI 254
*Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View might not be captured in case of unlisted companies.
11.2 START-UPS/SMES 255
11.2.1 JASPER 255
11.2.2 SUPERANNOTATE 256
11.2.3 OBVIOUSLY AI 257
11.2.4 FIDDLER AI 258
11.2.5 UNION.AI 259
11.2.6 REGIE.AI 260
11.2.7 SNORKEL AI 261
11.2.8 LEVITY AI 262
12 ADJACENT AND RELATED MARKETS 263
12.1 INTRODUCTION 263
12.2 GENERATIVE AI MARKET 263
12.2.1 MARKET DEFINITION 263
12.2.2 MARKET OVERVIEW 263
TABLE 284 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2019–2022 (USD MILLION, Y-O-Y) 264
TABLE 285 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y) 264
12.2.3 GENERATIVE AI MARKET, BY OFFERING 264
TABLE 286 GENERATIVE AI MARKET, BY OFFERING, 2019–2022 (USD MILLION) 264
TABLE 287 GENERATIVE AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 265
12.2.4 GENERATIVE AI MARKET, BY APPLICATION 265
TABLE 288 GENERATIVE AI MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 266
TABLE 289 GENERATIVE AI MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 267
12.2.5 GENERATIVE AI MARKET, BY VERTICAL 268
TABLE 290 GENERATIVE AI MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 268
TABLE 291 GENERATIVE AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 269
12.2.6 GENERATIVE AI MARKET, BY REGION 269
TABLE 292 GENERATIVE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 270
TABLE 293 GENERATIVE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 270
12.3 CONVERSATIONAL AI MARKET 270
12.3.1 MARKET DEFINITION 270
12.3.2 MARKET OVERVIEW 270
12.3.3 CONVERSATIONAL AI MARKET, BY OFFERING 271
TABLE 294 CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION) 271
TABLE 295 CONVERSATIONAL AI MARKET BY OFFERING, 2023–2028 (USD MILLION) 271
12.3.4 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION 271
TABLE 296 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 272
TABLE 297 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION) 272
12.3.5 CONVERSATIONAL AI MARKET, BY CHANNEL 272
TABLE 298 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION) 272
TABLE 299 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION) 273
12.3.6 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE 273
TABLE 300 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION) 273
TABLE 301 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION) 273
12.3.7 CONVERSATIONAL AI MARKET, BY TECHNOLOGY 274
TABLE 302 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 274
TABLE 303 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 274
12.3.8 CONVERSATIONAL AI MARKET, BY VERTICAL 274
TABLE 304 CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 275
TABLE 305 CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 275
12.3.9 CONVERSATIONAL AI MARKET, BY REGION 275
TABLE 306 CONVERSATIONAL AI MARKET, BY REGION, 2018–2022 (USD MILLION) 276
TABLE 307 CONVERSATIONAL AI MARKET, BY REGION, 2023–2028 (USD MILLION) 276
13 APPENDIX 277
13.1 DISCUSSION GUIDE 277
13.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 283
13.3 CUSTOMIZATION OPTIONS 285
13.4 RELATED REPORTS 285
13.5 AUTHOR DETAILS 286
