세계의 인공지능(AI) 툴킷 시장 : 제공 제품별, 기술별, 업계별 및 지역별 예측(2028년)

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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한글목차

조사 범위
조사 대상년도	2017-2028년
기준년	2022년
예측 기간	2023-2028년
단위	금액(달러) 10억 달러
부문	제공 제품별, 기술별, 업계별, 지역별
대상 지역	북미, 유럽, 아시아태평양, 중동, 아프리카, 라틴아메리카

인공지능(AI) 툴킷 시장 규모는 2023년에 195억 달러에 이르렀으며, 2028년 916억 달러에 이를 것으로 예상되며 연평균 성장률(CAGR)은 36.2%로 전망되고 있습니다.

뉴스 기사, 마케팅 자료 및 소셜 미디어에 게시물을 포함한 컨텐츠를 생성하는 AI 툴킷은 AI 툴킷의 전망에서 중요한 시장 성장 촉진요인이 되었습니다. 이러한 툴킷은 고품질의 컨텍스트와 관련된 컨텐츠 제작을 대규모로 자동화함으로써 업계 전반의 컨텐츠 제작 및 배포에 혁명을 일으키고 있습니다. 이는 컨텐츠 개발을 가속화하고 비용을 절감하며 컨텐츠에 대한 접근성을 향상시킵니다. 게다가 AI가 생성하는 컨텐츠는 텍스트 기반 자료에 그치지 않고 AI가 생성하는 음악, 비디오, 이미지, 노래까지 퍼져 있습니다. 이 다면적인 접근법은 창의적인 표현과 마케팅 전략에 새로운 지평을 열고 아티스트, 컨텐츠 제작자, 기업이 시청자와 연결하기 위한 새로운 길을 개척합니다. 품질과 관련성을 유지하면서 다양한 컨텐츠 요구에 부응하는 AI 툴킷의 능력은 그 채용을 촉진하고 AI 툴킷 시장의 이 부문에서 기술 혁신을 더욱 촉진하고 있습니다.

컴퓨터 비전 분야는 예측 기간 동안 가장 빠른 성장률을 기록할 것으로 예상됩니다. 산업 자동화에서의 컴퓨터 비전의 활용은 AI 툴킷 시장의 중심적인 촉진 요인입니다. 산업 작업에서 컴퓨터 비전은 로봇 조립, 물체 추적 및 육안 검사 작업에서 매우 중요합니다. 제조 공정의 정확성과 효율성을 높이고 제품의 품질을 향상시키고 오류를 줄일 수 있습니다. 산업계가 자동화와 스마트한 제조방법을 점점 받아들이게 됨에 따라 컴퓨터 비전 기능을 통합한 AI 툴킷 수요가 급증하고 있습니다. 이러한 툴킷은 자동화 프로세스로의 고급 비전 시스템의 통합을 용이하게 하고, 혁신을 촉진하고, 산업용 AI 툴킷 시장의 성장을 가속합니다.

예측 기간 동안 최대 시장 규모를 유지하는 BFSI 부문 AI 툴킷은 은행 및 금융 서비스 및 보험(BFSI) 부문에서 AI 툴킷 시장의 견인 역할로서 매우 중요합니다. AI 툴킷은 실시간 사기 감지에 필수적이며 금융 기관은 사기 행위를 신속하게 파악하고 완화할 수 있습니다. 이것은 고객 자산과 금융 기관의 재무 상태를 모두 보호하는 데 가장 중요합니다. AI의 힘을 활용함으로써 이러한 툴킷은 엄청난 데이터 세트를 지속적으로 분석하여 의심스러운 패턴과 트랜잭션을 파악하고 즉시 처리할 수 있습니다. 금융 사기의 확산이 증가함에 따라 사기 검출에 대한 AI 툴킷 수요가 계속 증가하고 있으며, BFSI 분야에서 AI 툴킷 시장의 성장의 핵심 요소가 되고 있습니다.

농업에 특화된 AI 툴킷은 농업 분야에 혁명을 일으켜 아시아태평양의 AI 툴킷 시장을 견인합니다. 이러한 툴킷은 정밀 농업, 농장 관리, 스마트 농업 기술 개발의 발전에 도움이 됩니다. 이 지역은 인구가 많기 때문에 지속 가능한 농법에 대한 수요가 높아지고 있습니다. AI 툴킷은 정밀 농업에 힘을 주어 작물의 수율, 효율적인 자원 이용, 환경의 지속가능성을 향상시킵니다. 이러한 도구는 토양 상태, 날씨, 작물의 건강 상태에 대한 귀중한 통찰력을 제공하고, 데이터 중심의 의사 결정을 가능하게 하며, 자원 낭비를 최소화합니다. 그 결과 채용이 증가하고 식량 안보에 대응하고 아시아태평양의 AI 툴킷 시장 전체를 뒷받침하고 있습니다.

본 보고서에서는 세계의 인공지능(AI) 툴킷 시장에 대해 조사하여, 제공 제품별, 기술별, 업계별, 지역별 동향, 시장 진출기업 프로파일 등을 정리했습니다.

목차

제1장 서문

제2장 조사 방법

제3장 주요 요약

제4장 중요 인사이트

제5장 시장 개요 및 업계 동향

• 서문
• 시장 역학
• 업계 동향

제6장 AI 툴킷 시장, 제공 제품별

• 서문
• 소프트웨어
• 하드웨어
• 서비스

제7장 AI 툴킷 시장, 기술별

• 서문
• 자연 언어 처리
• 머신러닝
• 컴퓨터 비전
• 로봇 프로세스 자동화

제8장 AI 툴킷 시장, 업계별

• 서문
• BFSI
• 소매 및 전자상거래
• 헬스케어 및 생명과학
• 제조업
• 통신
• IT 및 ITES
• 미디어 및 엔터테인먼트
• 에너지 및 유틸리티
• 정부 및 방위
• 자동차, 수송, 물류
• 기타

제9장 AI 툴킷 시장, 지역별

• 서문
• 북미
• 유럽
• 아시아태평양
• 중동 및 아프리카
• 라틴아메리카

제10장 경쟁 구도

• 서문
• 주요 진출기업이 채용한 전략
• 주요 기업의 과거 수익 분석
• 주요 기업의 시장 점유율 분석
• 주요 기업의 기업 평가 매트릭스
• 스타트업 및 중소기업 평가 매트릭스
• 경쟁 시나리오와 동향
• AI 툴킷 제품의 벤치마크
• 주요 AI 툴킷 벤더 평가 및 재무 지표

제11장 기업 프로파일

• 주요 진출기업
  • NVIDIA CORPORATION
  • META
  • MICROSOFT
  • IBM
  • GOOGLE
  • THALES GROUP
  • INTEL
  • ORACLE
  • ADOBE
  • SALESFORCE
  • H20.AI
  • ALTERYX
  • KNIME
  • DATAROBOT
  • ALTAIR
  • ATTRI
  • DETERMINED AI
  • RASA
  • OPENAI
• 스타트업/중소기업
  • JASPER
  • SUPERANNOTATE
  • OBVIOUSLY AI
  • FIDDLER AI
  • UNION.AI
  • REGIE.AI
  • SNORKEL AI
  • LEVITY AI

제12장 인접 시장 및 관련 시장

제13장 부록

AJY

영문 목차

영문목차

Report Description

Scope of the Report
Years Considered for the Study	2017-2028
Base Year	2022
Forecast Period	2023-2028
Units Considered	Value (USD) Billion
Segments	By Offering (Hardware, Software, Services), Technology, Vertical, and Region
Regions covered	North America, Europe, Asia Pacific, Middle East & Africa, and Latin America.

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

• 1.1 STUDY OBJECTIVES
• 1.2 MARKET DEFINITION
• 1.3 STUDY SCOPE
  • 1.3.1 MARKET SEGMENTATION
  • 1.3.2 REGIONS CONSIDERED
  • 1.3.3 INCLUSIONS & EXCLUSIONS
• 1.4 YEARS CONSIDERED
• 1.5 CURRENCY CONSIDERED
  • TABLE 1 USD EXCHANGE RATES, 2020-2022
• 1.6 STAKEHOLDERS
• 1.7 RECESSION IMPACT

2 RESEARCH METHODOLOGY

• 2.1 RESEARCH DATA
  • FIGURE 1 RESEARCH DESIGN
  • 2.1.1 SECONDARY DATA
    • 2.1.1.1 Key data from secondary sources
  • 2.1.2 PRIMARY DATA
    • 2.1.2.1 Primary interviews with experts
    • 2.1.2.2 Breakdown of primary profiles
  • FIGURE 2 BREAKDOWN OF PRIMARY INTERVIEWS: BY COMPANY TYPE, DESIGNATION, AND REGION
    • 2.1.2.3 Key data from primary sources
    • 2.1.2.4 Key insights from industry experts
• 2.2 MARKET SIZE ESTIMATION
  • FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE OF OFFERINGS IN AI TOOLKIT MARKET
  • FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 2 (DEMAND-SIDE)
  • FIGURE 5 AI TOOLKIT MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
  • 2.2.1 TOP-DOWN APPROACH
  • 2.2.2 BOTTOM-UP APPROACH
  • FIGURE 6 MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH
• 2.3 DATA TRIANGULATION
  • FIGURE 7 DATA TRIANGULATION
• 2.4 RISK ASSESSMENT
  • TABLE 2 RISK ASSESSMENT
• 2.5 RESEARCH ASSUMPTIONS
  • TABLE 3 RESEARCH ASSUMPTIONS
• 2.6 STUDY LIMITATIONS
• 2.7 IMPLICATIONS OF RECESSION ON AI TOOLKIT MARKET

3 EXECUTIVE SUMMARY

• FIGURE 8 AI TOOLKIT MARKET TO WITNESS SIGNIFICANT GROWTH DURING FORECAST PERIOD
• FIGURE 9 AI TOOLKIT MARKET: REGIONAL SNAPSHOT

4 PREMIUM INSIGHTS

• 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AI TOOLKIT MARKET
  • FIGURE 10 RISING TECHNOLOGICAL ADVANCEMENTS AND INCREASING GOVERNMENT SUPPORT TO DRIVE AI TOOLKIT MARKET
• 4.2 AI TOOLKIT MARKET: MAJOR SEGMENTS
  • FIGURE 11 MAJOR SEGMENTS IN AI TOOLKIT MARKET
• 4.3 AI TOOLKIT MARKET, BY OFFERING
  • FIGURE 12 SOFTWARE SEGMENT TO LEAD MARKET IN 2023
• 4.4 AI TOOLKIT MARKET, BY SERVICE
  • FIGURE 13 MANAGED SERVICES SEGMENT TO ACHIEVE HIGHER GROWTH DURING FORECAST PERIOD
• 4.5 AI TOOLKIT MARKET, BY VERTICAL
  • FIGURE 14 BFSI SEGMENT TO LEAD MARKET DURING FORECAST PERIOD
• 4.6 NORTH AMERICA: AI TOOLKIT MARKET, BY COUNTRY AND KEY VERTICAL
  • FIGURE 15 US AND BFSI SEGMENT TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023

5 MARKET OVERVIEW AND INDUSTRY TRENDS

• 5.1 INTRODUCTION
• 5.2 MARKET DYNAMICS
  • FIGURE 16 AI TOOLKIT MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
  • 5.2.1 DRIVERS
    • 5.2.1.1 Evolution of language model concept in AI
    • 5.2.1.2 Growing adoption of AutoML to train high-quality models
    • 5.2.1.3 Need to accelerate end-to-end ML and data science pipelines using optimized deep learning frameworks
  • 5.2.2 RESTRAINTS
    • 5.2.2.1 Lack of skilled AI professionals
    • 5.2.2.2 Lack of standardization in AI toolkit market
  • 5.2.3 OPPORTUNITIES
    • 5.2.3.1 Growth in data generated by IoT devices
    • 5.2.3.2 Market penetration of AI toolkit vendors into healthcare and financial services sectors
  • 5.2.4 CHALLENGES
    • 5.2.4.1 Concerns related to AI transparency and explainability
    • 5.2.4.2 Security and privacy concerns
• 5.3 INDUSTRY TRENDS
  • 5.3.1 EVOLUTION OF ARTIFICIAL INTELLIGENCE TECHNOLOGY
    • 5.3.1.1 Milestones of Artificial Intelligence
  • FIGURE 17 MILESTONES OF ARTIFICIAL INTELLIGENCE
  • 5.3.2 ECOSYSTEM ANALYSIS
  • FIGURE 18 ECOSYSTEM MAP
  • TABLE 4 ROLE OF PLAYERS IN MARKET ECOSYSTEM
  • 5.3.3 CASE STUDY ANALYSIS
    • 5.3.3.1 CarMax deployed Microsoft's Azure OpenAI Service to ensure data security and compliance
    • 5.3.3.2 Trifork employed NVIDIA's DeepStream and Jetson Xavier AGX to optimize baggage handling at airports
    • 5.3.3.3 Obviously AI offered its accurate revenue predictions to provide organizations with valuable insights for better decision-making
    • 5.3.3.4 2X implemented Jasper's multifaceted functionality to offer personalized experience to content team
    • 5.3.3.5 Obviously AI's precise sales predictions empowered organizations to allocate resources and make data-driven choices
  • 5.3.4 VALUE CHAIN ANALYSIS
  • FIGURE 19 VALUE CHAIN ANALYSIS
  • 5.3.5 TARIFF AND REGULATORY LANDSCAPE
    • 5.3.5.1 Tariff related to electronic integrated circuits and microassemblies
  • TABLE 5 TARIFF RELATED TO ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS
    • 5.3.5.2 Regulatory bodies, government agencies, and other organizations
  • TABLE 6 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 7 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 8 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 9 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • 5.3.5.2.1 North America
      • 5.3.5.2.1.1 US
      • 5.3.5.2.1.2 Canada
    • 5.3.5.2.2 Europe
    • 5.3.5.2.3 Asia Pacific
      • 5.3.5.2.3.1 South Korea
      • 5.3.5.2.3.2 China
      • 5.3.5.2.3.3 India
    • 5.3.5.2.4 Middle East & Africa
      • 5.3.5.2.4.1 UAE
      • 5.3.5.2.4.2 KSA
      • 5.3.5.2.4.3 Bahrain
    • 5.3.5.2.5 Latin America
      • 5.3.5.2.5.1 Brazil
      • 5.3.5.2.5.2 Mexico
  • 5.3.6 PRICING ANALYSIS
    • 5.3.6.1 Average selling price trends for key players, by billing cycle
  • TABLE 10 AVERAGE SELLING PRICE TRENDS FOR KEY PLAYERS, BY BILLING CYCLE (USD)
    • 5.3.6.2 Indicative pricing analysis for key players
  • TABLE 11 INDICATIVE PRICING ANALYSIS FOR KEY PLAYERS, BY AI TOOLKIT SOFTWARE (USD)
  • 5.3.7 PATENT ANALYSIS
    • 5.3.7.1 Methodology
  • TABLE 12 PATENTS FILED, 2021-2023
    • 5.3.7.2 Innovation and patent applications
  • FIGURE 20 NUMBER OF PATENTS GRANTED ANNUALLY, 2021-2023
    • 5.3.7.2.1 Top applicants
  • FIGURE 21 TOP TEN PATENT APPLICANTS WITH HIGHEST NUMBER OF APPLICATIONS, 2021-2023
  • TABLE 13 PATENTS GRANTED IN AI TOOLKIT MARKET, 2021-2023
  • 5.3.8 PORTER'S FIVE FORCES ANALYSIS
  • TABLE 14 IMPACT OF PORTER'S FIVE FORCES ON AI TOOLKIT MARKET
    • 5.3.8.1 Threat of new entrants
    • 5.3.8.2 Threat of substitutes
    • 5.3.8.3 Bargaining power of buyers
    • 5.3.8.4 Bargaining power of suppliers
    • 5.3.8.5 Intensity of competitive rivalry
  • 5.3.9 KEY STAKEHOLDERS & BUYING CRITERIA
    • 5.3.9.1 Key stakeholders in buying process
  • FIGURE 22 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
  • TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
    • 5.3.9.2 Buying criteria
  • FIGURE 23 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
  • TABLE 16 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
  • 5.3.10 KEY CONFERENCES & EVENTS
  • TABLE 17 LIST OF CONFERENCES & EVENTS, 2023-2024
  • 5.3.11 TRENDS AND DISRUPTIONS IMPACTING CUSTOMERS' BUSINESSES
  • FIGURE 24 TRENDS AND DISRUPTIONS IMPACTING CUSTOMERS' BUSINESSES
  • 5.3.12 HS CODES: ELECTRONIC INTEGRATED CIRCUITS AND MICROASSEMBLIES (8542)
    • 5.3.12.1 Export scenario for HS Code: 8542
  • FIGURE 25 EXPORT VALUE OF ELECTRONIC INTEGRATED CIRCUITS AND MICROASSEMBLIES, BY KEY COUNTRY, 2015-2022 (USD BILLION)
    • 5.3.12.2 Import scenario for HS Code: 8542
  • FIGURE 26 IMPORT VALUE OF ELECTRONIC INTEGRATED CIRCUITS AND MICROASSEMBLIES, BY KEY COUNTRY, 2015-2022 (USD BILLION)
  • 5.3.13 BEST PRACTICES IN AI TOOLKIT MARKET
    • 5.3.13.1 User-friendly interfaces
    • 5.3.13.2 Comprehensive documentation
    • 5.3.13.3 Training and support
    • 5.3.13.4 Sample code and use cases
    • 5.3.13.5 Data privacy and security
  • 5.3.14 AI TOOLKIT MARKET: CURRENT AND EMERGING BUSINESS MODELS
    • 5.3.14.1 Open-source software
    • 5.3.14.2 Subscription-based services
    • 5.3.14.3 Pay-per-use or consumption-based pricing
    • 5.3.14.4 Enterprise licensing
    • 5.3.14.5 Platform-as-a-Service
    • 5.3.14.6 AI-as-a-Service
  • 5.3.15 AI TOOLKIT TOOLS, FRAMEWORKS, AND TECHNIQUES
    • 5.3.15.1 AI toolkit tools
      • 5.3.15.1.1 Data labeling tools
      • 5.3.15.1.2 Data preparation tools
      • 5.3.15.1.3 Automated machine learning tools
    • 5.3.15.2 AI toolkit frameworks
      • 5.3.15.2.1 TensorFlow
      • 5.3.15.2.2 PyTorch
      • 5.3.15.2.3 Keras
      • 5.3.15.2.4 Scikit-learn
    • 5.3.15.3 AI toolkit techniques
      • 5.3.15.3.1 Supervised learning
      • 5.3.15.3.2 Unsupervised learning
      • 5.3.15.3.3 Reinforcement learning
  • 5.3.16 TECHNOLOGY ANALYSIS
    • 5.3.16.1 Key technologies
      • 5.3.16.1.1 Machine Learning
      • 5.3.16.1.2 Deep Learning
      • 5.3.16.1.3 Natural Language Processing (NLP)
      • 5.3.16.1.4 Generative Models
    • 5.3.16.2 Complementary technologies
      • 5.3.16.2.1 Big Data Technologies
      • 5.3.16.2.2 Cloud Computing
    • 5.3.16.3 Adjacent technologies
      • 5.3.16.3.1 Edge Computing
      • 5.3.16.3.2 Blockchain
  • 5.3.17 FUTURE LANDSCAPE OF AI TOOLKIT MARKET
    • 5.3.17.1 AI toolkit technology roadmap till 2030
      • 5.3.17.1.1 Short-term roadmap (2023-2025)
      • 5.3.17.1.2 Mid-term roadmap (2026-2028)
      • 5.3.17.1.3 Long-term roadmap (2029-2030)
  • 5.3.18 ETHICS OF AI TOOLKIT DEVELOPMENT
    • 5.3.18.1 Fairness and biases
    • 5.3.18.2 Privacy and security
    • 5.3.18.3 Accountability and transparency

6 AI TOOLKIT MARKET, BY OFFERING

• 6.1 INTRODUCTION
  • FIGURE 27 SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • 6.1.1 OFFERINGS: AI TOOLKIT MARKET DRIVERS
  • TABLE 18 AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 19 AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
• 6.2 SOFTWARE
  • 6.2.1 NEED FOR CUSTOMIZABLE AND USER-FRIENDLY SOFTWARE-BASED SOLUTIONS TO DRIVE MARKET
  • TABLE 20 SOFTWARE: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 21 SOFTWARE: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 6.3 HARDWARE
  • TABLE 22 HARDWARE: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 23 HARDWARE: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • TABLE 24 AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 25 AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • 6.3.1 PROCESSORS
    • 6.3.1.1 Demand for high-end processors to support growth of AI toolkit market
  • TABLE 26 PROCESSORS: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 27 PROCESSORS: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.3.2 ACCELERATORS
    • 6.3.2.1 Focus on enhancing performance and efficiency of AI applications to drive need for accelerators
  • TABLE 28 ACCELERATORS: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 29 ACCELERATORS: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.3.2.2 Graphics processing units (GPUs)
    • 6.3.2.3 Tensor processing units
    • 6.3.2.4 Field programmable processing units
    • 6.3.2.5 Neuromorphic chips
  • 6.3.3 OTHER HARDWARE TYPES
  • TABLE 30 OTHER HARDWARE TYPES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 31 OTHER HARDWARE TYPES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 6.4 SERVICES
  • TABLE 32 SERVICES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 33 SERVICES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • TABLE 34 AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 35 AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • 6.4.1 PROFESSIONAL SERVICES
  • TABLE 36 PROFESSIONAL SERVICES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 37 PROFESSIONAL SERVICES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • TABLE 38 AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 39 AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • 6.4.1.1 Consulting
      • 6.4.1.1.1 Demand for expert guidance and strategic direction to drive need for consulting services
  • TABLE 40 CONSULTING: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 41 CONSULTING: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.4.1.2 Deployment & integration
      • 6.4.1.2.1 Rising emphasis on effective implementation and utilization of AI solutions to spur growth of deployment and integration services
  • TABLE 42 DEPLOYMENT & INTEGRATION: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 43 DEPLOYMENT & INTEGRATION: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.4.1.3 Support & maintenance
      • 6.4.1.3.1 Support and maintenance services ensure continued functionality, reliability, and effectiveness of AI systems and solutions
  • TABLE 44 SUPPORT & MAINTENANCE: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 45 SUPPORT & MAINTENANCE: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.4.2 MANAGED SERVICES
    • 6.4.2.1 Focus on establishing nimble and agile approach to AI implementation to drive growth of managed services
  • TABLE 46 MANAGED SERVICES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 47 MANAGED SERVICES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)

7 AI TOOLKIT MARKET, BY TECHNOLOGY

• 7.1 INTRODUCTION
  • FIGURE 28 COMPUTER VISION SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • 7.1.1 TECHNOLOGIES: AI TOOLKIT MARKET DRIVERS
  • TABLE 48 AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 49 AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
• 7.2 NATURAL LANGUAGE PROCESSING
  • 7.2.1 NATURAL LANGUAGE PROCESSING TOOLS FACILITATE INTERACTION BETWEEN COMPUTERS AND HUMAN LANGUAGE
  • TABLE 50 NATURAL LANGUAGE PROCESSING: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 51 NATURAL LANGUAGE PROCESSING: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 7.3 MACHINE LEARNING
  • 7.3.1 NEED TO FACILITATE PREDICTIVE ANALYTICS AND DATA-DRIVEN DECISION-MAKING TO DRIVE MARKET
  • TABLE 52 MACHINE LEARNING: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 53 MACHINE LEARNING: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 7.4 COMPUTER VISION
  • 7.4.1 COMPUTER VISION TOOLS ENABLE MACHINES TO INTERPRET AND ANALYZE IMAGES AND VIDEOS
  • TABLE 54 COMPUTER VISION: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 55 COMPUTER VISION: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 7.5 ROBOTIC PROCESS AUTOMATION
  • 7.5.1 NEED FOR EFFECTIVE DECISION-MAKING PROCESSES IN EXECUTION OF REPETITIVE AND RULE-BASED TASKS TO SPUR GROWTH
  • TABLE 56 ROBOTIC PROCESS AUTOMATION: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 57 ROBOTIC PROCESS AUTOMATION: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)

8 AI TOOLKIT MARKET, BY VERTICAL

• 8.1 INTRODUCTION
  • FIGURE 29 HEALTHCARE & LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • 8.1.1 VERTICALS: AI TOOLKIT MARKET DRIVERS
  • TABLE 58 AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 59 AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
• 8.2 BFSI
  • 8.2.1 GROWTH OF FRAUDULENT ACTIVITIES IN BFSI SECTOR TO DRIVE DEMAND FOR AI TOOLKITS
  • 8.2.2 USE CASES
    • 8.2.2.1 Fraud detection & prevention
    • 8.2.2.2 Risk assessment
  • TABLE 60 BFSI: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 61 BFSI: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 8.3 RETAIL & ECOMMERCE
  • 8.3.1 AI HELPS TRACK SALES AND PROCESSING DATA TO FORMULATE STRATEGIES IN RETAIL & ECOMMERCE SECTOR
  • 8.3.2 USE CASES
    • 8.3.2.1 Pricing optimization
    • 8.3.2.2 Visual search
  • TABLE 62 RETAIL & ECOMMERCE: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 63 RETAIL & ECOMMERCE: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 8.4 HEALTHCARE & LIFE SCIENCES
  • 8.4.1 AI TOOLKITS OFFER ROBUST ARSENAL OF TOOLS AND TECHNOLOGIES THAT RESHAPE DELIVERY OF HEALTHCARE SERVICES
  • 8.4.2 USE CASES
    • 8.4.2.1 Medical imaging analysis
    • 8.4.2.2 Drug discovery and development
  • TABLE 64 HEALTHCARE & LIFE SCIENCES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 65 HEALTHCARE & LIFE SCIENCES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 8.5 MANUFACTURING
  • 8.5.1 DEMAND FOR DEPLOYMENT OF AI-ENHANCED QUALITY CONTROL SYSTEMS IN MANUFACTURING SECTOR TO DRIVE POPULARITY OF AI TOOLKITS
  • 8.5.2 USE CASES
    • 8.5.2.1 Production scheduling
    • 8.5.2.2 Product design and prototyping
  • TABLE 66 MANUFACTURING: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 67 MANUFACTURING: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 8.6 TELECOM
  • 8.6.1 AI-BASED AUTOMATED BILLING AND CHATBOTS TRANSFORM TRADITIONAL PROCESSES IN TELECOM SECTOR
  • 8.6.2 USE CASES
    • 8.6.2.1 Automated billing and invoicing
    • 8.6.2.2 Network planning and expansion
  • TABLE 68 TELECOM: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 69 TELECOM: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 8.7 IT & ITES
  • 8.7.1 AI-DRIVEN SOLUTIONS AUTONOMOUSLY MONITOR HEALTH OF SERVERS, NETWORKS, AND DATA CENTERS
  • 8.7.2 USE CASES
    • 8.7.2.1 IT asset management
    • 8.7.2.2 Project management
  • TABLE 70 IT & ITES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 71 IT & ITES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 8.8 MEDIA & ENTERTAINMENT
  • 8.8.1 NEED FOR ACCURATE CONTENT RECOMMENDATION AND PERSONALIZATION TO BOOST ADOPTION OF AI TOOLKITS IN MEDIA & ENTERTAINMENT SECTOR
  • 8.8.2 USE CASES
    • 8.8.2.1 Content recommendation
    • 8.8.2.2 Content moderation
  • TABLE 72 MEDIA & ENTERTAINMENT: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 73 MEDIA & ENTERTAINMENT: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 8.9 ENERGY & UTILITIES
  • 8.9.1 AI TOOLKITS HELP ENERGY AND UTILITY COMPANIES MEET DEMAND FOR SUSTAINABILITY AND OPERATIONAL EFFICIENCY
  • 8.9.2 USE CASES
    • 8.9.2.1 Energy storage optimization
    • 8.9.2.2 Grid anomaly detection
  • TABLE 74 ENERGY & UTILITIES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 75 ENERGY & UTILITIES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 8.10 GOVERNMENT & DEFENSE
  • 8.10.1 INNOVATION, EFFICIENCY, AND SECURITY ACROSS AREAS OF PUBLIC ADMINISTRATION AND NATIONAL DEFENSE TO SPUR GROWTH
  • 8.10.2 USE CASES
    • 8.10.2.1 Document analysis
    • 8.10.2.2 Government services automation
  • TABLE 76 GOVERNMENT & DEFENSE: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 77 GOVERNMENT & DEFENSE: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 8.11 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS
  • 8.11.1 FOCUS ON ENHANCING EFFICIENCY, SAFETY, AND SUSTAINABILITY ACROSS SUPPLY CHAIN OPERATIONS TO PROPEL MARKET GROWTH
  • 8.11.2 USE CASES
    • 8.11.2.1 Driver assistance systems
    • 8.11.2.2 Autonomous vehicles
  • TABLE 78 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 79 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 8.12 OTHER VERTICALS
  • 8.12.1 USE CASES
    • 8.12.1.1 Automated grading
    • 8.12.1.2 Safety compliance
    • 8.12.1.3 Precision farming
    • 8.12.1.4 Language translation
  • TABLE 80 OTHER VERTICALS: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 81 OTHER VERTICALS: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)

9 AI TOOLKIT MARKET, BY REGION

• 9.1 INTRODUCTION
  • TABLE 82 AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 83 AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION)
• 9.2 NORTH AMERICA
  • 9.2.1 NORTH AMERICA: AI TOOLKIT MARKET DRIVERS
  • 9.2.2 NORTH AMERICA: RECESSION IMPACT
  • FIGURE 30 NORTH AMERICA: AI TOOLKIT MARKET SNAPSHOT
  • TABLE 84 NORTH AMERICA: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 85 NORTH AMERICA: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 86 NORTH AMERICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 87 NORTH AMERICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 88 NORTH AMERICA: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 89 NORTH AMERICA: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • TABLE 90 NORTH AMERICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 91 NORTH AMERICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
  • TABLE 92 NORTH AMERICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 93 NORTH AMERICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 94 NORTH AMERICA: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 95 NORTH AMERICA: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • TABLE 96 NORTH AMERICA: AI TOOLKIT MARKET, BY COUNTRY, 2017-2022 (USD MILLION)
  • TABLE 97 NORTH AMERICA: AI TOOLKIT MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
  • 9.2.3 US
    • 9.2.3.1 Robust growth of AI toolkit ecosystem to drive market
  • TABLE 98 US: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 99 US: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 100 US: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 101 US: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 102 US: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 103 US: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • TABLE 104 US: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 105 US: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
  • TABLE 106 US: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 107 US: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 108 US: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 109 US: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • 9.2.4 CANADA
    • 9.2.4.1 Rising government initiatives to support rapidly evolving AI technology to facilitate market growth
  • TABLE 110 CANADA: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 111 CANADA: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 112 CANADA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 113 CANADA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 114 CANADA: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 115 CANADA: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • TABLE 116 CANADA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 117 CANADA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
  • TABLE 118 CANADA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 119 CANADA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 120 CANADA: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 121 CANADA: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
• 9.3 EUROPE
  • 9.3.1 EUROPE: AI TOOLKIT MARKET DRIVERS
  • 9.3.2 EUROPE: RECESSION IMPACT
  • TABLE 122 EUROPE: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 123 EUROPE: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 124 EUROPE: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 125 EUROPE: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 126 EUROPE: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 127 EUROPE: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • TABLE 128 EUROPE: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 129 EUROPE: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
  • TABLE 130 EUROPE: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 131 EUROPE: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 132 EUROPE: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 133 EUROPE: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • TABLE 134 EUROPE: AI TOOLKIT MARKET, BY COUNTRY, 2017-2022 (USD MILLION)
  • TABLE 135 EUROPE: AI TOOLKIT MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
  • 9.3.3 UK
    • 9.3.3.1 Increasing government funding in artificial intelligence to drive market
  • TABLE 136 UK: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 137 UK: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 138 UK: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 139 UK: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 140 UK: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 141 UK: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • TABLE 142 UK: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 143 UK: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
  • TABLE 144 UK: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 145 UK: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 146 UK: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 147 UK: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • 9.3.4 GERMANY
    • 9.3.4.1 Strong emphasis on innovation and technology to boost adoption of AI toolkits
  • 9.3.5 FRANCE
    • 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
  • 9.3.6 ITALY
    • 9.3.6.1 Rising government initiatives to boost development and competitiveness of AI to drive market
  • TABLE 148 ITALY: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 149 ITALY: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 150 ITALY: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 151 ITALY: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 152 ITALY: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 153 ITALY: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • TABLE 154 ITALY: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 155 ITALY: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
  • TABLE 156 ITALY: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 157 ITALY: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 158 ITALY: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 159 ITALY: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • 9.3.7 SPAIN
    • 9.3.7.1 Growing deployment of AI technologies across public and private sectors to drive growth
  • 9.3.8 NORDICS
    • 9.3.8.1 Tech-savvy population and robust investment in technology companies to drive market
  • 9.3.9 REST OF EUROPE
• 9.4 ASIA PACIFIC
  • 9.4.1 ASIA PACIFIC: AI TOOLKIT MARKET DRIVERS
  • 9.4.2 ASIA PACIFIC: RECESSION IMPACT
  • FIGURE 31 ASIA PACIFIC: AI TOOLKIT MARKET SNAPSHOT
  • TABLE 160 ASIA PACIFIC: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 161 ASIA PACIFIC: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 162 ASIA PACIFIC: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 163 ASIA PACIFIC: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 164 ASIA PACIFIC: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 165 ASIA PACIFIC: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • TABLE 166 ASIA PACIFIC: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 167 ASIA PACIFIC: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
  • TABLE 168 ASIA PACIFIC: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 169 ASIA PACIFIC: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 170 ASIA PACIFIC: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 171 ASIA PACIFIC: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • TABLE 172 ASIA PACIFIC: AI TOOLKIT MARKET, BY COUNTRY, 2017-2022 (USD MILLION)
  • TABLE 173 ASIA PACIFIC: AI TOOLKIT MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
  • 9.4.3 CHINA
    • 9.4.3.1 Need for nurturing domestic AI capabilities and promoting global expansion of Chinese tech companies to spur market
  • TABLE 174 CHINA: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 175 CHINA: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 176 CHINA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 177 CHINA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 178 CHINA: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 179 CHINA: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • TABLE 180 CHINA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 181 CHINA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
  • TABLE 182 CHINA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 183 CHINA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 184 CHINA: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 185 CHINA: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • 9.4.4 INDIA
    • 9.4.4.1 Rising emphasis on driving innovation, enhancing productivity, and transforming industries to boost popularity of AI-driven toolkits
  • 9.4.5 JAPAN
    • 9.4.5.1 Need for adequate utilization of data-driven AI across domains to spur market
  • 9.4.6 AUSTRALIA & NEW ZEALAND
    • 9.4.6.1 Increasing application of AI technology in cybersecurity and farming to drive market
  • 9.4.7 SOUTH KOREA
    • 9.4.7.1 Emphasis on developing robust digital strategies to encourage market expansion
  • 9.4.8 SOUTHEAST ASIA
    • 9.4.8.1 Recognition of transformative potential of AI to boost use of AI toolkits
  • 9.4.9 REST OF ASIA PACIFIC
• 9.5 MIDDLE EAST & AFRICA
  • 9.5.1 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET DRIVERS
  • 9.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
  • TABLE 186 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 187 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 188 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 189 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 190 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 191 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • TABLE 192 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 193 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
  • TABLE 194 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 195 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 196 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 197 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • TABLE 198 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY COUNTRY/REGION, 2017-2022 (USD MILLION)
  • TABLE 199 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY COUNTRY/REGION, 2023-2028 (USD MILLION)
  • 9.5.3 GCC COUNTRIES
    • 9.5.3.1 Strong partnerships between public and private players to implement AI technology across crucial sectors to drive market
  • TABLE 200 GCC COUNTRIES: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 201 GCC COUNTRIES: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 202 GCC COUNTRIES: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 203 GCC COUNTRIES: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 204 GCC COUNTRIES: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 205 GCC COUNTRIES: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • TABLE 206 GCC COUNTRIES: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 207 GCC COUNTRIES: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
  • TABLE 208 GCC COUNTRIES: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 209 GCC COUNTRIES: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 210 GCC COUNTRIES: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 211 GCC COUNTRIES: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • 9.5.4 SOUTH AFRICA
    • 9.5.4.1 Rising focus on enhancing global health equitably for betterment of healthcare to offer opportunities for players to leverage AI technology
  • 9.5.5 REST OF MIDDLE EAST & AFRICA

• 9.6 LATIN AMERICA
  • 9.6.1 LATIN AMERICA: AI TOOLKIT MARKET DRIVERS
  • 9.6.2 LATIN AMERICA: RECESSION IMPACT
  • TABLE 212 LATIN AMERICA: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 213 LATIN AMERICA: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 214 LATIN AMERICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 215 LATIN AMERICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 216 LATIN AMERICA: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 217 LATIN AMERICA: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • TABLE 218 LATIN AMERICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 219 LATIN AMERICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
  • TABLE 220 LATIN AMERICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 221 LATIN AMERICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 222 LATIN AMERICA: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 223 LATIN AMERICA: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • TABLE 224 LATIN AMERICA: AI TOOLKIT MARKET, BY COUNTRY, 2017-2022 (USD MILLION)
  • TABLE 225 LATIN AMERICA: AI TOOLKIT MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
  • 9.6.3 BRAZIL
    • 9.6.3.1 Implementation of AI and ML technologies in enterprise-level operations to foster market growth
  • TABLE 226 BRAZIL: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 227 BRAZIL: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 228 BRAZIL: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION)
  • TABLE 229 BRAZIL: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 230 BRAZIL: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
  • TABLE 231 BRAZIL: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • TABLE 232 BRAZIL: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
  • TABLE 233 BRAZIL: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
  • TABLE 234 BRAZIL: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 235 BRAZIL: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 236 BRAZIL: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 237 BRAZIL: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • 9.6.4 MEXICO
    • 9.6.4.1 Special focus on governance, government services, and data infrastructure to boost popularity of AI-driven toolkits
  • 9.6.5 REST OF LATIN AMERICA

10 COMPETITIVE LANDSCAPE

• 10.1 INTRODUCTION
• 10.2 STRATEGIES ADOPTED BY KEY PLAYERS
  • TABLE 238 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS
• 10.3 HISTORICAL REVENUE ANALYSIS FOR KEY PLAYERS
  • FIGURE 32 HISTORICAL REVENUE ANALYSIS FOR KEY PLAYERS, 2020-2022 (USD MILLION)
• 10.4 MARKET SHARE ANALYSIS FOR KEY PLAYERS
  • TABLE 239 AI TOOLKIT MARKET: INTENSITY OF COMPETITIVE RIVALRY
• 10.5 COMPANY EVALUATION MATRIX FOR KEY PLAYERS
  • 10.5.1 STARS
  • 10.5.2 EMERGING LEADERS
  • 10.5.3 PERVASIVE PLAYERS
  • 10.5.4 PARTICIPANTS
  • FIGURE 33 COMPANY EVALUATION MATRIX FOR KEY PLAYERS, 2023
  • 10.5.5 COMPANY FOOTPRINT
  • TABLE 240 COMPANY OVERALL FOOTPRINT
  • TABLE 241 COMPANY FOOTPRINT, BY OFFERING
  • TABLE 242 COMPANY FOOTPRINT, BY KEY VERTICAL
  • TABLE 243 COMPANY FOOTPRINT, BY REGION
• 10.6 START-UP/SME EVALUATION MATRIX
  • 10.6.1 PROGRESSIVE COMPANIES
  • 10.6.2 RESPONSIVE COMPANIES
  • 10.6.3 DYNAMIC COMPANIES
  • 10.6.4 STARTING BLOCKS
  • FIGURE 34 START-UP/SME EVALUATION MATRIX, 2023
  • 10.6.5 COMPETITIVE BENCHMARKING
  • TABLE 244 DETAILED LIST OF START-UPS/SMES
  • TABLE 245 COMPETITIVE BENCHMARKING OF START-UPS/SMES
• 10.7 COMPETITIVE SCENARIO AND TRENDS
  • 10.7.1 PRODUCT LAUNCHES
  • TABLE 246 AI TOOLKIT MARKET: PRODUCT LAUNCHES, 2021-2023
  • 10.7.2 DEALS
  • TABLE 247 AI TOOLKIT MARKET: DEALS, 2022-2023
• 10.8 AI TOOLKIT PRODUCT BENCHMARKING
  • 10.8.1 PROMINENT AI TOOLKIT SOLUTIONS
  • TABLE 248 COMPARATIVE ANALYSIS OF PROMINENT AI TOOLKITS
    • 10.8.1.1 Salesforce Einstein
    • 10.8.1.2 Vertex AI
    • 10.8.1.3 Adobe Firefly
    • 10.8.1.4 IBM Watsonx
    • 10.8.1.5 Regie.ai
• 10.9 VALUATION AND FINANCIAL METRICS OF KEY AI TOOLKIT VENDORS
  • FIGURE 35 VALUATION AND FINANCIAL METRICS OF KEY AI TOOLKIT VENDORS

11 COMPANY PROFILES

• 11.1 KEY PLAYERS
• (Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)**
• 11.1.1 NVIDIA CORPORATION
• TABLE 249 NVIDIA CORPORATION: COMPANY OVERVIEW
• FIGURE 36 NVIDIA CORPORATION: COMPANY SNAPSHOT
• TABLE 250 NVIDIA CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 251 NVIDIA CORPORATION: PRODUCT LAUNCHES AND ENHANCEMENTS
• TABLE 252 NVIDIA CORPORATION: DEALS
• 11.1.2 META
• TABLE 253 META: COMPANY OVERVIEW
• FIGURE 37 META: COMPANY SNAPSHOT
• TABLE 254 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 255 META: DEALS
• 11.1.3 MICROSOFT
• TABLE 256 MICROSOFT: COMPANY OVERVIEW
• FIGURE 38 MICROSOFT: COMPANY SNAPSHOT
• TABLE 257 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 258 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
• TABLE 259 MICROSOFT: DEALS
• 11.1.4 IBM
• TABLE 260 IBM: COMPANY OVERVIEW
• FIGURE 39 IBM: COMPANY SNAPSHOT
• TABLE 261 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 262 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
• TABLE 263 IBM: DEALS
• 11.1.5 GOOGLE
• TABLE 264 GOOGLE: COMPANY OVERVIEW
• FIGURE 40 GOOGLE: COMPANY SNAPSHOT
• TABLE 265 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 266 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
• TABLE 267 GOOGLE: DEALS
• 11.1.6 THALES GROUP
• TABLE 268 THALES GROUP: COMPANY OVERVIEW
• FIGURE 41 THALES GROUP: COMPANY SNAPSHOT
• TABLE 269 THALES GROUP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 270 THALES GROUP: PRODUCT LAUNCHES AND ENHANCEMENTS
• TABLE 271 THALES GROUP: DEALS
• 11.1.7 INTEL
• TABLE 272 INTEL: COMPANY OVERVIEW
• FIGURE 42 INTEL: COMPANY SNAPSHOT
• TABLE 273 INTEL: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 274 INTEL: DEALS
• 11.1.8 ORACLE
• TABLE 275 ORACLE: COMPANY OVERVIEW
• FIGURE 43 ORACLE: COMPANY SNAPSHOT
• TABLE 276 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 277 ORACLE: DEALS
• 11.1.9 ADOBE
• TABLE 278 ADOBE: COMPANY OVERVIEW
• FIGURE 44 ADOBE: COMPANY SNAPSHOT
• TABLE 279 ADOBE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 280 ADOBE: DEALS
• 11.1.10 SALESFORCE
• TABLE 281 SALESFORCE: COMPANY OVERVIEW
• FIGURE 45 SALESFORCE: COMPANY SNAPSHOT
• TABLE 282 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 283 SALESFORCE: DEALS
• 11.1.11 H20.AI
• 11.1.12 ALTERYX
• 11.1.13 KNIME
• 11.1.14 DATAROBOT
• 11.1.15 ALTAIR
• 11.1.16 ATTRI
• 11.1.17 DETERMINED AI
• 11.1.18 RASA
• 11.1.19 OPENAI
• *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
  • 11.2.1 JASPER
  • 11.2.2 SUPERANNOTATE
  • 11.2.3 OBVIOUSLY AI
  • 11.2.4 FIDDLER AI
  • 11.2.5 UNION.AI
  • 11.2.6 REGIE.AI
  • 11.2.7 SNORKEL AI
  • 11.2.8 LEVITY AI

12 ADJACENT AND RELATED MARKETS

• 12.1 INTRODUCTION
• 12.2 GENERATIVE AI MARKET
  • 12.2.1 MARKET DEFINITION
  • 12.2.2 MARKET OVERVIEW
  • TABLE 284 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2019-2022 (USD MILLION, Y-O-Y)
  • TABLE 285 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2023-2028 (USD MILLION, Y-O-Y)
  • 12.2.3 GENERATIVE AI MARKET, BY OFFERING
  • TABLE 286 GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
  • TABLE 287 GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • 12.2.4 GENERATIVE AI MARKET, BY APPLICATION
  • TABLE 288 GENERATIVE AI MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
  • TABLE 289 GENERATIVE AI MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
  • 12.2.5 GENERATIVE AI MARKET, BY VERTICAL
  • TABLE 290 GENERATIVE AI MARKET, BY VERTICAL, 2019-2022 (USD MILLION)
  • TABLE 291 GENERATIVE AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • 12.2.6 GENERATIVE AI MARKET, BY REGION
  • TABLE 292 GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
  • TABLE 293 GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
• 12.3 CONVERSATIONAL AI MARKET
  • 12.3.1 MARKET DEFINITION
  • 12.3.2 MARKET OVERVIEW
  • 12.3.3 CONVERSATIONAL AI MARKET, BY OFFERING
  • TABLE 294 CONVERSATIONAL AI MARKET, BY OFFERING, 2018-2022 (USD MILLION)
  • TABLE 295 CONVERSATIONAL AI MARKET BY OFFERING, 2023-2028 (USD MILLION)
  • 12.3.4 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION
  • TABLE 296 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018-2022 (USD MILLION)
  • TABLE 297 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023-2028 (USD MILLION)
  • 12.3.5 CONVERSATIONAL AI MARKET, BY CHANNEL
  • TABLE 298 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018-2022 (USD MILLION)
  • TABLE 299 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023-2028 (USD MILLION)
  • 12.3.6 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE
  • TABLE 300 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018-2022 (USD MILLION)
  • TABLE 301 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023-2028 (USD MILLION)
  • 12.3.7 CONVERSATIONAL AI MARKET, BY TECHNOLOGY
  • TABLE 302 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018-2022 (USD MILLION)
  • TABLE 303 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • 12.3.8 CONVERSATIONAL AI MARKET, BY VERTICAL
  • TABLE 304 CONVERSATIONAL AI MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
  • TABLE 305 CONVERSATIONAL AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • 12.3.9 CONVERSATIONAL AI MARKET, BY REGION
  • TABLE 306 CONVERSATIONAL AI MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 307 CONVERSATIONAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)

13 APPENDIX

• 13.1 DISCUSSION GUIDE
• 13.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
• 13.3 CUSTOMIZATION OPTIONS
• 13.4 RELATED REPORTS
• 13.5 AUTHOR DETAILS

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