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市场调查报告书
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1789139

复杂人工智慧市场分析及2034年预测:类型、产品、服务、技术、组件、应用、部署、最终用户和功能

Composite AI Market Analysis and Forecast to 2034: Type, Product, Services, Technology, Component, Application, Deployment, End User, Functionality

出版日期: | 出版商: Global Insight Services | 英文 357 Pages | 商品交期: 3-5个工作天内

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简介目录

复合人工智慧市场预计将从2024年的15亿美元成长到2034年的256亿美元,复合年增长率约为32.8%。复合人工智慧市场涵盖整合多种人工智慧技术(例如机器学习、自然语言处理和电脑视觉)的解决方案,旨在增强决策和解决问题的能力。该市场整合了多种人工智慧模型,以应对各行各业的复杂挑战,并提供更准确、更贴近情境的洞察。对高阶分析和个人化体验日益增长的需求正在推动成长,金融、医疗保健和零售等行业处于应用的前沿,利用复合人工智慧来获得竞争优势和业务效率。

全球对包括半导体和先进计算硬体在内的人工智慧相关技术征收关税,对整个人工智慧市场产生了重大影响。严重依赖美国技术的日本和韩国正面临成本上升的问题,促使它们对国内研发进行战略投资,以减轻这些影响。面对严格的出口限制,中国大陆正迅速实现人工智慧晶片生产的自给自足,而作为半导体製造业关键参与企业的台湾则在动荡的地缘政治环境中摸索前行,尤其是在美国关係紧张的背景下。全球人工智慧基础设施市场强劲,但越来越容易受到供应链中断和资本支出增加的影响。到 2035 年,成功将取决于供应网络和区域伙伴关係关係的多元化,因为中东的衝突可能会加剧能源价格波动和供应链脆弱性。

市场区隔
类型 生成式人工智慧、预测式人工智慧、自我调整人工智慧
产品 软体、平台、工具和框架
服务 咨询、整合、维护、培训、支援和託管服务
科技 机器学习、自然语言处理、电脑视觉、机器人、认知运算
成分 硬体、软体和服务
目的 医疗保健、金融、零售、製造、运输、通讯、能源、娱乐
部署 云端、本地、混合、边缘
最终用户 企业、中小企业、政府机构、医疗保健提供者、金融机构、零售商和製造商
功能 数据分析、自动化、最佳化和决策支持

复合人工智慧市场正在强劲扩张,这得益于多种人工智慧技术的集成,旨在增强决策能力。软体领域处于领先地位,其中机器学习和自然语言处理等细分领域凭藉其多功能性和适用性而引领潮流。深度学习作为一个细分领域,在神经网路架构的进步推动下,正蓬勃发展,成为表现第二好的细分领域。

在服务领域,人工智慧咨询和整合服务表现最佳,因为企业希望将人工智慧无缝嵌入业务中。对人工智慧主导的洞察力的需求正在推动数据分析服务的成长,预计这将对发展做出重大贡献。

此外,对个人化客户体验日益增长的需求正在推动客户服务应用中人工智慧效能的提升。随着企业优先考虑效率和创新,在技术进步和策略投资的推动下,人工智慧市场有望持续成长。

复杂的人工智慧平台正在各行各业获得关注,市场占有率由领先的科技公司和创新新兴企业主导。定价策略各不相同,反映了所提供解决方案的复杂性和可自订性。新产品的发布专注于增强人工智慧功能、整合机器学习以及改进用户介面,以满足不断变化的客户需求。在对效率和准确性需求的驱动下,市场正在转向提供即时数据处理和分析的解决方案。

竞争非常激烈,各公司都在研发方面投入大量资金以保持竞争力。基准测试显示,综合人工智慧市场的领导企业优先考虑创新和策略伙伴关係。监管影响,尤其是北美和欧洲的监管影响,正在塑造产品开发和打入市场策略。遵守资料保护法和人工智慧道德准则至关重要。虽然市场正受益于技术进步,但挑战依然存在,包括对互通性和资料隐私的担忧。总体而言,综合人工智慧市场有望实现强劲成长,对于能够驾驭监管环境并利用技术进步的公司来说,这将是一个巨大的机会。

由于技术进步和人工智慧领域投资的不断增加,亚太地区正经历着快速扩张。中国和印度等国家凭藉其庞大的数据资源和高技能的劳动力,正成为人工智慧领域的主要参与企业。拉丁美洲、中东和非洲是快速成长的市场,人们对人工智慧技术的认知和应用日益增多。拉丁美洲的巴西和中东的阿联酋因其战略性的人工智慧倡议而闻名,为市场扩张提供了丰厚的机会。

谷歌宣布与一家知名云端服务供应商合作,将复杂的人工智慧技术整合到其云端基础架构中。此次合作旨在为企业提供更先进的人工智慧解决方案,并增强数据处理和机器学习能力。此次合作凸显了推动人工智慧技术发展的合作趋势。

微软宣布推出一个突破性的综合人工智慧平台,旨在简化供应链业务。该平台利用人工智慧优化物流和库存管理,有望为企业带来显着的成本节约和效率提升。这项声明凸显了人工智慧在传统产业中的变革潜力。

在监管新闻方面,欧盟发布了新的人工智慧应用指南,强调复杂人工智慧技术的使用必须合乎道德规范。这些法规旨在确保透明度和课责,并增强各领域对人工智慧主导方案的信任。

最后,各大投资公司已宣布对复杂人工智慧领域的主要企业进行大规模资金筹措,展现出对市场成长潜力的信心。预计这些投资将进一步促进研发,促进创新,并加速复杂人工智慧技术的全球应用。

主要趋势和驱动因素

在技术进步以及人工智慧与其他技术融合的推动下,人工智慧市场正在经历强劲成长。人工智慧与物联网的融合是一大趋势,这将使系统更加智慧、自主。这种融合透过提供即时洞察和预测分析,增强了从製造业到医疗保健等各行各业的决策流程。

另一个重要趋势是人工智慧主导的业务自动化的兴起。企业正转向人工智慧来简化工作流程、降低营运成本并提高效率。随着企业寻求应对特定挑战和优化流程,对客製化人工智慧解决方案的需求也日益增长。人工智慧工具的普及正在赋能企业,使其能够在快速变化的市场格局中创新并保持竞争力。

此外,合乎道德的人工智慧和负责任的人工智慧实践正日益重要,并塑造着市场。随着人工智慧技术的普及,人们越来越重视确保人工智慧系统的透明度、公平性和课责。这推动了人工智慧使用框架和指南的製定,并在消费者和相关人员之间建立信任和接受度。随着这些趋势和驱动因素的发展,人工智慧市场有望继续扩张,为具有前瞻性思维的公司提供丰厚的利润机会。

限制与挑战

复合型人工智慧市场面临一系列重大限制和挑战。其中一个关键限制因素是整合多种人工智慧技术的复杂性,需要大量的专业知识和资源。这种复杂性增加了成本并延长了实施时间,阻碍了中小企业的采用。此外,确保资料隐私和安全仍然是一项挑战,因为整合各种人工智慧模型通常涉及处理敏感资讯。监管合规仍然是一个障碍,不同地区的标准各不相同,使得市场准入和营运变得复杂。此外,人工智慧技术的快速进步可能导致产品过时,迫使主要企业不断创新和适应。最后,存在着巨大的技能差距:缺乏精通复合型人工智慧技术的专业人员,阻碍了企业充分利用这些解决方案的能力。这些挑战对复合型人工智慧市场的采用和成长构成了重大障碍。

目录

第一章 综合人工智慧市场概述

  • 调查目的
  • 复杂人工智慧市场定义与研究范围
  • 报告限制
  • 调查年份和货币
  • 调查方法

第二章执行摘要

第三章:重要考察

第四章 人工智慧综合市场展望

  • 复杂的人工智慧市场区隔
  • 市场动态
  • 波特五力分析
  • PESTLE分析
  • 价值链分析
  • 4P模型
  • 安索夫矩阵

第五章:复合人工智慧市场策略

  • 母市场分析
  • 供需分析
  • 消费者购买意向
  • 使用案例分析
  • 定价分析
  • 监管状况
  • 供应链分析
  • 竞争产品分析

第六章 复杂人工智慧市场规模

  • 复杂人工智慧市场规模(以价值计算)
  • 复杂人工智慧市场规模(按数量计算)

第七章:按类型分類的综合人工智慧市场

  • 市场概览
  • 人工智慧世代
  • 预测性人工智慧
  • 规范性人工智慧
  • 自适应人工智慧
  • 其他的

第 8 章 复杂人工智慧市场:按产品

  • 市场概览
  • 软体
  • 平台
  • 工具
  • 框架
  • 其他的

第九章:按服务分類的综合人工智慧市场

  • 市场概览
  • 咨询
  • 一体化
  • 维护
  • 训练
  • 支援
  • 託管服务
  • 其他的

第十章 复杂的人工智慧市场:依技术分类

  • 市场概览
  • 机器学习
  • 自然语言处理
  • 电脑视觉
  • 机器人技术
  • 认知运算
  • 其他的

第 11 章:按组件分類的综合人工智慧市场

  • 市场概览
  • 硬体
  • 软体
  • 服务
  • 其他的

第 12 章 复杂人工智慧市场:按应用

  • 市场概览
  • 卫生保健
  • 金融
  • 零售
  • 製造业
  • 运输
  • 通讯
  • 活力
  • 娱乐
  • 其他的

第十三章 复杂人工智慧市场:按发展

  • 市场概览
  • 本地
  • 杂交种
  • 边缘
  • 其他的

第 14 章:按最终用户分類的复合人工智慧市场

  • 市场概览
  • 公司
  • 小型企业
  • 政府机构
  • 医疗保健提供者
  • 金融机构
  • 零售商
  • 製造商
  • 其他的

第 15 章 复杂人工智慧市场:按功能

  • 市场概览
  • 数据分析
  • 自动化
  • 最佳化
  • 决策支持
  • 其他的

第十六章 复杂人工智慧市场:按地区

  • 概述
  • 北美洲
    • 美国
    • 加拿大
  • 欧洲
    • 英国
    • 德国
    • 法国
    • 西班牙
    • 义大利
    • 荷兰
    • 瑞典
    • 瑞士
    • 丹麦
    • 芬兰
    • 俄罗斯
    • 其他欧洲国家
  • 亚太地区
    • 中国
    • 印度
    • 日本
    • 韩国
    • 澳洲
    • 新加坡
    • 印尼
    • 台湾
    • 马来西亚
    • 其他亚太地区
  • 拉丁美洲
    • 巴西
    • 墨西哥
    • 阿根廷
    • 其他拉丁美洲
  • 中东和非洲
    • 沙乌地阿拉伯
    • 阿拉伯聯合大公国
    • 南非
    • 其他中东和非洲地区

第十七章竞争格局

  • 概述
  • 市场占有率分析
  • 主要企业定位
  • 衝突领导地图
  • 供应商基准化分析
  • 发展策略基准化分析

第十八章:公司简介

  • C3 AI
  • DataRobot
  • H2O.ai
  • Ayasdi
  • SAS Institute
  • BigML
  • CognitiveScale
  • Squirro
  • Absolutdata
  • Aible
  • Beyond Limits
  • Petuum
  • SparkCognition
  • Element AI
  • Peltarion
  • Seldon
  • Falkonry
  • Sentient Technologies
  • CognitiveScale
  • Fractal Analytics
简介目录
Product Code: GIS25176

Composite AI Market is anticipated to expand from $1.5 Billion in 2024 to $25.6 Billion by 2034, growing at a CAGR of approximately 32.8%. The Composite AI Market encompasses solutions that integrate multiple AI techniques, such as machine learning, natural language processing, and computer vision, to enhance decision-making and problem-solving capabilities. This market addresses complex challenges across industries by combining diverse AI models, leading to more accurate and contextual insights. The increasing need for sophisticated analytics and personalized experiences is propelling growth, with sectors like finance, healthcare, and retail at the forefront of adoption, leveraging composite AI for competitive advantage and operational efficiency.

The imposition of global tariffs on AI-related technologies, including semiconductors and advanced computational hardware, is significantly influencing the Composite AI Market. Japan and South Korea, heavily dependent on US technology, are experiencing increased costs, prompting strategic investments in domestic R&D to mitigate these impacts. China, facing stringent export controls, is rapidly advancing its self-sufficiency in AI chip production, while Taiwan, a pivotal player in semiconductor manufacturing, navigates precarious geopolitical waters, particularly amidst US-China tensions. Globally, the market for AI infrastructure is robust, yet it is increasingly vulnerable to supply chain disruptions and escalating capital expenditures. By 2035, success will hinge on the diversification of supply networks and regional partnerships, with Middle Eastern conflicts potentially exacerbating energy price volatility and supply chain fragility.

Market Segmentation
TypeGenerative AI, Predictive AI, Prescriptive AI, Adaptive AI
ProductSoftware, Platform, Tools, Frameworks
ServicesConsulting, Integration, Maintenance, Training, Support, Managed Services
TechnologyMachine Learning, Natural Language Processing, Computer Vision, Robotics, Cognitive Computing
ComponentHardware, Software, Services
ApplicationHealthcare, Finance, Retail, Manufacturing, Transportation, Telecommunications, Energy, Entertainment
DeploymentCloud, On-premise, Hybrid, Edge
End UserEnterprises, SMEs, Government, Healthcare Providers, Financial Institutions, Retailers, Manufacturers
FunctionalityData Analysis, Automation, Optimization, Decision Support

The Composite AI Market is experiencing robust expansion, propelled by the integration of multiple AI methodologies to enhance decision-making. The software segment is at the forefront, with machine learning and natural language processing sub-segments leading due to their versatility and applicability. Deep learning, as a sub-segment, is gaining momentum as the second-highest performer, driven by advancements in neural network architectures.

In the services segment, AI consulting and integration services are top performers, as organizations seek to seamlessly incorporate AI into their operations. The demand for AI-driven insights is prompting growth in data analytics services, which are anticipated to become a significant contributor to market development.

Furthermore, the rising need for personalized customer experiences is boosting the performance of AI in customer service applications. As businesses prioritize efficiency and innovation, the Composite AI Market is poised for continued growth, supported by technological advancements and strategic investments.

Composite AI platforms are gaining traction across diverse industries, with market share predominantly held by established tech giants and innovative startups. Pricing strategies vary, reflecting the complexity and customization of solutions offered. New product launches focus on enhancing AI capabilities, integrating machine learning, and improving user interfaces to meet evolving customer demands. The market is witnessing a shift towards solutions that offer real-time data processing and analytics, driven by the need for efficiency and accuracy.

Competition is fierce, with companies investing heavily in R&D to maintain a competitive edge. Benchmarking reveals that leaders in the Composite AI market prioritize innovation and strategic partnerships. Regulatory influences, particularly in North America and Europe, are shaping product development and market entry strategies. Compliance with data protection laws and ethical AI guidelines is crucial. The market benefits from technological advancements, yet challenges such as interoperability and data privacy concerns persist. Overall, the Composite AI market is poised for robust growth, with significant opportunities for those who can navigate regulatory landscapes and leverage technological advancements.

Geographical Overview:

The Composite AI market is burgeoning with regional variances and emerging growth pockets. North America remains at the forefront, propelled by robust technological infrastructure and a culture of innovation. The region's commitment to research and development accelerates the adoption of composite AI solutions, enhancing its market dominance. Europe follows with its strong regulatory frameworks and emphasis on ethical AI, creating a conducive environment for growth.

Asia Pacific is witnessing rapid expansion, driven by technological advancements and increased investments in AI capabilities. Countries like China and India are emerging as key players, leveraging their vast data resources and skilled workforce. Latin America and the Middle East & Africa are burgeoning markets, with increasing awareness and adoption of AI technologies. Brazil in Latin America and the UAE in the Middle East are notable for their strategic initiatives in AI, presenting lucrative opportunities for market expansion.

Recent Developments:

In recent months, the Composite AI Market has witnessed significant developments across various sectors. IBM's strategic acquisition of a leading AI startup promises to bolster its composite AI capabilities, enhancing its competitive edge in the market. This acquisition is expected to accelerate innovation in AI-driven solutions, particularly in natural language processing and data analytics.

Google has announced a partnership with a prominent cloud services provider to integrate composite AI technologies into its cloud infrastructure. This collaboration aims to deliver more sophisticated AI solutions to enterprises, allowing for enhanced data processing and machine learning capabilities. The partnership underscores the growing trend of collaborative efforts to advance AI technologies.

Microsoft unveiled a groundbreaking composite AI platform designed to streamline supply chain operations. This platform leverages AI to optimize logistics and inventory management, promising significant cost savings and efficiency improvements for businesses. The launch highlights the transformative potential of AI in traditional industries.

In regulatory news, the European Union has introduced new guidelines for AI applications, emphasizing the ethical use of composite AI technologies. These regulations aim to ensure transparency and accountability, fostering trust in AI-driven solutions across various sectors.

Finally, a major investment firm announced a substantial funding round for a leading composite AI company, signaling confidence in the market's growth potential. This investment is expected to fuel further research and development, driving innovation and expanding the reach of composite AI technologies globally.

Key Trends and Drivers:

The Composite AI Market is experiencing robust growth, driven by technological advancements and the integration of AI with other technologies. A key trend is the convergence of AI with IoT, enabling smarter and more autonomous systems. This integration is enhancing decision-making processes across industries, from manufacturing to healthcare, by providing real-time insights and predictive analytics.

Another significant trend is the rise of AI-driven automation in business operations. Companies are increasingly leveraging AI to streamline workflows, reduce operational costs, and improve efficiency. The demand for customized AI solutions is also growing, as businesses seek to address specific challenges and optimize their processes. The proliferation of AI-powered tools is empowering organizations to innovate and remain competitive in a rapidly evolving market landscape.

Furthermore, the emphasis on ethical AI and responsible AI practices is shaping the market. As AI technologies become more pervasive, there is a heightened focus on ensuring transparency, fairness, and accountability in AI systems. This is driving the development of frameworks and guidelines to govern AI use, fostering trust and acceptance among consumers and stakeholders. The Composite AI Market is poised for continued expansion as these trends and drivers unfold, presenting lucrative opportunities for forward-thinking enterprises.

Restraints and Challenges:

The Composite AI Market encounters a series of significant restraints and challenges. A primary restraint is the complexity of integrating multiple AI technologies, which requires extensive expertise and resources. This complexity can lead to increased costs and longer implementation times, deterring smaller enterprises from adoption. Furthermore, there is a persistent challenge in ensuring data privacy and security, as the integration of various AI models often involves handling sensitive information. Regulatory compliance remains another hurdle, with evolving standards across different regions complicating market entry and operations. Additionally, the rapid pace of technological advancement in AI can lead to obsolescence, pressuring companies to continuously innovate and adapt. Finally, there is a notable skills gap, with a shortage of professionals proficient in composite AI technologies, which hampers the ability of organizations to fully leverage these solutions. These challenges collectively pose significant barriers to the widespread adoption and growth of the Composite AI Market.

Key Companies:

C3 AI, Data Robot, H2 O.ai, Ayasdi, SAS Institute, Big ML, Cognitive Scale, Squirro, Absolutdata, Aible, Beyond Limits, Petuum, Spark Cognition, Element AI, Peltarion, Seldon, Falkonry, Sentient Technologies, Fractal Analytics

Research Scope:

  • Estimates and forecasts the overall market size across type, application, and region.
  • Provides detailed information and key takeaways on qualitative and quantitative trends, dynamics, business framework, competitive landscape, and company profiling.
  • Identifies factors influencing market growth and challenges, opportunities, drivers, and restraints.
  • Identifies factors that could limit company participation in international markets to help calibrate market share expectations and growth rates.
  • Evaluates key development strategies like acquisitions, product launches, mergers, collaborations, business expansions, agreements, partnerships, and R&D activities.
  • Analyzes smaller market segments strategically, focusing on their potential, growth patterns, and impact on the overall market.
  • Outlines the competitive landscape, assessing business and corporate strategies to monitor and dissect competitive advancements.

Our research scope provides comprehensive market data, insights, and analysis across a variety of critical areas. We cover Local Market Analysis, assessing consumer demographics, purchasing behaviors, and market size within specific regions to identify growth opportunities. Our Local Competition Review offers a detailed evaluation of competitors, including their strengths, weaknesses, and market positioning. We also conduct Local Regulatory Reviews to ensure businesses comply with relevant laws and regulations. Industry Analysis provides an in-depth look at market dynamics, key players, and trends. Additionally, we offer Cross-Segmental Analysis to identify synergies between different market segments, as well as Production-Consumption and Demand-Supply Analysis to optimize supply chain efficiency. Our Import-Export Analysis helps businesses navigate global trade environments by evaluating trade flows and policies. These insights empower clients to make informed strategic decisions, mitigate risks, and capitalize on market opportunities.

TABLE OF CONTENTS

1: Composite AI Market Overview

  • 1.1 Objectives of the Study
  • 1.2 Composite AI Market Definition and Scope of the Report
  • 1.3 Report Limitations
  • 1.4 Years & Currency Considered in the Study
  • 1.5 Research Methodologies
    • 1.5.1 Secondary Research
    • 1.5.2 Primary Research
    • 1.5.3 Market Size Estimation: Top-Down Approach
    • 1.5.4 Market Size Estimation: Bottom-Up Approach
    • 1.5.5 Data Triangulation and Validation

2: Executive Summary

  • 2.1 Summary
  • 2.2 Key Opinion Leaders
  • 2.3 Key Highlights of the Market, by Type
  • 2.4 Key Highlights of the Market, by Product
  • 2.5 Key Highlights of the Market, by Services
  • 2.6 Key Highlights of the Market, by Technology
  • 2.7 Key Highlights of the Market, by Component
  • 2.8 Key Highlights of the Market, by Application
  • 2.9 Key Highlights of the Market, by Deployment
  • 2.10 Key Highlights of the Market, by End User
  • 2.11 Key Highlights of the Market, by Functionality
  • 2.12 Key Highlights of the Market, by North America
  • 2.13 Key Highlights of the Market, by Europe
  • 2.14 Key Highlights of the Market, by Asia-Pacific
  • 2.15 Key Highlights of the Market, by Latin America
  • 2.16 Key Highlights of the Market, by Middle East
  • 2.17 Key Highlights of the Market, by Africa

3: Premium Insights on the Market

  • 3.1 Market Attractiveness Analysis, by Region
  • 3.2 Market Attractiveness Analysis, by Type
  • 3.3 Market Attractiveness Analysis, by Product
  • 3.4 Market Attractiveness Analysis, by Services
  • 3.5 Market Attractiveness Analysis, by Technology
  • 3.6 Market Attractiveness Analysis, by Component
  • 3.7 Market Attractiveness Analysis, by Application
  • 3.8 Market Attractiveness Analysis, by Deployment
  • 3.9 Market Attractiveness Analysis, by End User
  • 3.10 Market Attractiveness Analysis, by Functionality
  • 3.11 Market Attractiveness Analysis, by North America
  • 3.12 Market Attractiveness Analysis, by Europe
  • 3.13 Market Attractiveness Analysis, by Asia-Pacific
  • 3.14 Market Attractiveness Analysis, by Latin America
  • 3.15 Market Attractiveness Analysis, by Middle East
  • 3.16 Market Attractiveness Analysis, by Africa

4: Composite AI Market Outlook

  • 4.1 Composite AI Market Segmentation
  • 4.2 Market Dynamics
    • 4.2.1 Market Drivers
    • 4.2.2 Market Trends
    • 4.2.3 Market Restraints
    • 4.2.4 Market Opportunities
  • 4.3 Porters Five Forces Analysis
    • 4.3.1 Threat of New Entrants
    • 4.3.2 Threat of Substitutes
    • 4.3.3 Bargaining Power of Buyers
    • 4.3.4 Bargaining Power of Supplier
    • 4.3.5 Competitive Rivalry
  • 4.4 PESTLE Analysis
  • 4.5 Value Chain Analysis
  • 4.6 4Ps Model
  • 4.7 ANSOFF Matrix

5: Composite AI Market Strategy

  • 5.1 Parent Market Analysis
  • 5.2 Supply-Demand Analysis
  • 5.3 Consumer Buying Interest
  • 5.4 Case Study Analysis
  • 5.5 Pricing Analysis
  • 5.6 Regulatory Landscape
  • 5.7 Supply Chain Analysis
  • 5.8 Competition Product Analysis
  • 5.9 Recent Developments

6: Composite AI Market Size

  • 6.1 Composite AI Market Size, by Value
  • 6.2 Composite AI Market Size, by Volume

7: Composite AI Market, by Type

  • 7.1 Market Overview
  • 7.2 Generative AI
    • 7.2.1 Key Market Trends & Opportunity Analysis
    • 7.2.2 Market Size and Forecast, by Region
  • 7.3 Predictive AI
    • 7.3.1 Key Market Trends & Opportunity Analysis
    • 7.3.2 Market Size and Forecast, by Region
  • 7.4 Prescriptive AI
    • 7.4.1 Key Market Trends & Opportunity Analysis
    • 7.4.2 Market Size and Forecast, by Region
  • 7.5 Adaptive AI
    • 7.5.1 Key Market Trends & Opportunity Analysis
    • 7.5.2 Market Size and Forecast, by Region
  • 7.6 Others
    • 7.6.1 Key Market Trends & Opportunity Analysis
    • 7.6.2 Market Size and Forecast, by Region

8: Composite AI Market, by Product

  • 8.1 Market Overview
  • 8.2 Software
    • 8.2.1 Key Market Trends & Opportunity Analysis
    • 8.2.2 Market Size and Forecast, by Region
  • 8.3 Platform
    • 8.3.1 Key Market Trends & Opportunity Analysis
    • 8.3.2 Market Size and Forecast, by Region
  • 8.4 Tools
    • 8.4.1 Key Market Trends & Opportunity Analysis
    • 8.4.2 Market Size and Forecast, by Region
  • 8.5 Frameworks
    • 8.5.1 Key Market Trends & Opportunity Analysis
    • 8.5.2 Market Size and Forecast, by Region
  • 8.6 Others
    • 8.6.1 Key Market Trends & Opportunity Analysis
    • 8.6.2 Market Size and Forecast, by Region

9: Composite AI Market, by Services

  • 9.1 Market Overview
  • 9.2 Consulting
    • 9.2.1 Key Market Trends & Opportunity Analysis
    • 9.2.2 Market Size and Forecast, by Region
  • 9.3 Integration
    • 9.3.1 Key Market Trends & Opportunity Analysis
    • 9.3.2 Market Size and Forecast, by Region
  • 9.4 Maintenance
    • 9.4.1 Key Market Trends & Opportunity Analysis
    • 9.4.2 Market Size and Forecast, by Region
  • 9.5 Training
    • 9.5.1 Key Market Trends & Opportunity Analysis
    • 9.5.2 Market Size and Forecast, by Region
  • 9.6 Support
    • 9.6.1 Key Market Trends & Opportunity Analysis
    • 9.6.2 Market Size and Forecast, by Region
  • 9.7 Managed Services
    • 9.7.1 Key Market Trends & Opportunity Analysis
    • 9.7.2 Market Size and Forecast, by Region
  • 9.8 Others
    • 9.8.1 Key Market Trends & Opportunity Analysis
    • 9.8.2 Market Size and Forecast, by Region

10: Composite AI Market, by Technology

  • 10.1 Market Overview
  • 10.2 Machine Learning
    • 10.2.1 Key Market Trends & Opportunity Analysis
    • 10.2.2 Market Size and Forecast, by Region
  • 10.3 Natural Language Processing
    • 10.3.1 Key Market Trends & Opportunity Analysis
    • 10.3.2 Market Size and Forecast, by Region
  • 10.4 Computer Vision
    • 10.4.1 Key Market Trends & Opportunity Analysis
    • 10.4.2 Market Size and Forecast, by Region
  • 10.5 Robotics
    • 10.5.1 Key Market Trends & Opportunity Analysis
    • 10.5.2 Market Size and Forecast, by Region
  • 10.6 Cognitive Computing
    • 10.6.1 Key Market Trends & Opportunity Analysis
    • 10.6.2 Market Size and Forecast, by Region
  • 10.7 Others
    • 10.7.1 Key Market Trends & Opportunity Analysis
    • 10.7.2 Market Size and Forecast, by Region

11: Composite AI Market, by Component

  • 11.1 Market Overview
  • 11.2 Hardware
    • 11.2.1 Key Market Trends & Opportunity Analysis
    • 11.2.2 Market Size and Forecast, by Region
  • 11.3 Software
    • 11.3.1 Key Market Trends & Opportunity Analysis
    • 11.3.2 Market Size and Forecast, by Region
  • 11.4 Services
    • 11.4.1 Key Market Trends & Opportunity Analysis
    • 11.4.2 Market Size and Forecast, by Region
  • 11.5 Others
    • 11.5.1 Key Market Trends & Opportunity Analysis
    • 11.5.2 Market Size and Forecast, by Region

12: Composite AI Market, by Application

  • 12.1 Market Overview
  • 12.2 Healthcare
    • 12.2.1 Key Market Trends & Opportunity Analysis
    • 12.2.2 Market Size and Forecast, by Region
  • 12.3 Finance
    • 12.3.1 Key Market Trends & Opportunity Analysis
    • 12.3.2 Market Size and Forecast, by Region
  • 12.4 Retail
    • 12.4.1 Key Market Trends & Opportunity Analysis
    • 12.4.2 Market Size and Forecast, by Region
  • 12.5 Manufacturing
    • 12.5.1 Key Market Trends & Opportunity Analysis
    • 12.5.2 Market Size and Forecast, by Region
  • 12.6 Transportation
    • 12.6.1 Key Market Trends & Opportunity Analysis
    • 12.6.2 Market Size and Forecast, by Region
  • 12.7 Telecommunications
    • 12.7.1 Key Market Trends & Opportunity Analysis
    • 12.7.2 Market Size and Forecast, by Region
  • 12.8 Energy
    • 12.8.1 Key Market Trends & Opportunity Analysis
    • 12.8.2 Market Size and Forecast, by Region
  • 12.9 Entertainment
    • 12.9.1 Key Market Trends & Opportunity Analysis
    • 12.9.2 Market Size and Forecast, by Region
  • 12.10 Others
    • 12.10.1 Key Market Trends & Opportunity Analysis
    • 12.10.2 Market Size and Forecast, by Region

13: Composite AI Market, by Deployment

  • 13.1 Market Overview
  • 13.2 Cloud
    • 13.2.1 Key Market Trends & Opportunity Analysis
    • 13.2.2 Market Size and Forecast, by Region
  • 13.3 On-premise
    • 13.3.1 Key Market Trends & Opportunity Analysis
    • 13.3.2 Market Size and Forecast, by Region
  • 13.4 Hybrid
    • 13.4.1 Key Market Trends & Opportunity Analysis
    • 13.4.2 Market Size and Forecast, by Region
  • 13.5 Edge
    • 13.5.1 Key Market Trends & Opportunity Analysis
    • 13.5.2 Market Size and Forecast, by Region
  • 13.6 Others
    • 13.6.1 Key Market Trends & Opportunity Analysis
    • 13.6.2 Market Size and Forecast, by Region

14: Composite AI Market, by End User

  • 14.1 Market Overview
  • 14.2 Enterprises
    • 14.2.1 Key Market Trends & Opportunity Analysis
    • 14.2.2 Market Size and Forecast, by Region
  • 14.3 SMEs
    • 14.3.1 Key Market Trends & Opportunity Analysis
    • 14.3.2 Market Size and Forecast, by Region
  • 14.4 Government
    • 14.4.1 Key Market Trends & Opportunity Analysis
    • 14.4.2 Market Size and Forecast, by Region
  • 14.5 Healthcare Providers
    • 14.5.1 Key Market Trends & Opportunity Analysis
    • 14.5.2 Market Size and Forecast, by Region
  • 14.6 Financial Institutions
    • 14.6.1 Key Market Trends & Opportunity Analysis
    • 14.6.2 Market Size and Forecast, by Region
  • 14.7 Retailers
    • 14.7.1 Key Market Trends & Opportunity Analysis
    • 14.7.2 Market Size and Forecast, by Region
  • 14.8 Manufacturers
    • 14.8.1 Key Market Trends & Opportunity Analysis
    • 14.8.2 Market Size and Forecast, by Region
  • 14.9 Others
    • 14.9.1 Key Market Trends & Opportunity Analysis
    • 14.9.2 Market Size and Forecast, by Region

15: Composite AI Market, by Functionality

  • 15.1 Market Overview
  • 15.2 Data Analysis
    • 15.2.1 Key Market Trends & Opportunity Analysis
    • 15.2.2 Market Size and Forecast, by Region
  • 15.3 Automation
    • 15.3.1 Key Market Trends & Opportunity Analysis
    • 15.3.2 Market Size and Forecast, by Region
  • 15.4 Optimization
    • 15.4.1 Key Market Trends & Opportunity Analysis
    • 15.4.2 Market Size and Forecast, by Region
  • 15.5 Decision Support
    • 15.5.1 Key Market Trends & Opportunity Analysis
    • 15.5.2 Market Size and Forecast, by Region
  • 15.6 Others
    • 15.6.1 Key Market Trends & Opportunity Analysis
    • 15.6.2 Market Size and Forecast, by Region

16: Composite AI Market, by Region

  • 16.1 Overview
  • 16.2 North America
    • 16.2.1 Key Market Trends and Opportunities
    • 16.2.2 North America Market Size and Forecast, by Type
    • 16.2.3 North America Market Size and Forecast, by Product
    • 16.2.4 North America Market Size and Forecast, by Services
    • 16.2.5 North America Market Size and Forecast, by Technology
    • 16.2.6 North America Market Size and Forecast, by Component
    • 16.2.7 North America Market Size and Forecast, by Application
    • 16.2.8 North America Market Size and Forecast, by Deployment
    • 16.2.9 North America Market Size and Forecast, by End User
    • 16.2.10 North America Market Size and Forecast, by Functionality
    • 16.2.11 North America Market Size and Forecast, by Country
    • 16.2.12 United States
      • 16.2.9.1 United States Market Size and Forecast, by Type
      • 16.2.9.2 United States Market Size and Forecast, by Product
      • 16.2.9.3 United States Market Size and Forecast, by Services
      • 16.2.9.4 United States Market Size and Forecast, by Technology
      • 16.2.9.5 United States Market Size and Forecast, by Component
      • 16.2.9.6 United States Market Size and Forecast, by Application
      • 16.2.9.7 United States Market Size and Forecast, by Deployment
      • 16.2.9.8 United States Market Size and Forecast, by End User
      • 16.2.9.9 United States Market Size and Forecast, by Functionality
      • 16.2.9.10 Local Competition Analysis
      • 16.2.9.11 Local Market Analysis
    • 16.2.1 Canada
      • 16.2.10.1 Canada Market Size and Forecast, by Type
      • 16.2.10.2 Canada Market Size and Forecast, by Product
      • 16.2.10.3 Canada Market Size and Forecast, by Services
      • 16.2.10.4 Canada Market Size and Forecast, by Technology
      • 16.2.10.5 Canada Market Size and Forecast, by Component
      • 16.2.10.6 Canada Market Size and Forecast, by Application
      • 16.2.10.7 Canada Market Size and Forecast, by Deployment
      • 16.2.10.8 Canada Market Size and Forecast, by End User
      • 16.2.10.9 Canada Market Size and Forecast, by Functionality
      • 16.2.10.10 Local Competition Analysis
      • 16.2.10.11 Local Market Analysis
  • 16.1 Europe
    • 16.3.1 Key Market Trends and Opportunities
    • 16.3.2 Europe Market Size and Forecast, by Type
    • 16.3.3 Europe Market Size and Forecast, by Product
    • 16.3.4 Europe Market Size and Forecast, by Services
    • 16.3.5 Europe Market Size and Forecast, by Technology
    • 16.3.6 Europe Market Size and Forecast, by Component
    • 16.3.7 Europe Market Size and Forecast, by Application
    • 16.3.8 Europe Market Size and Forecast, by Deployment
    • 16.3.9 Europe Market Size and Forecast, by End User
    • 16.3.10 Europe Market Size and Forecast, by Functionality
    • 16.3.11 Europe Market Size and Forecast, by Country
    • 16.3.12 United Kingdom
      • 16.3.9.1 United Kingdom Market Size and Forecast, by Type
      • 16.3.9.2 United Kingdom Market Size and Forecast, by Product
      • 16.3.9.3 United Kingdom Market Size and Forecast, by Services
      • 16.3.9.4 United Kingdom Market Size and Forecast, by Technology
      • 16.3.9.5 United Kingdom Market Size and Forecast, by Component
      • 16.3.9.6 United Kingdom Market Size and Forecast, by Application
      • 16.3.9.7 United Kingdom Market Size and Forecast, by Deployment
      • 16.3.9.8 United Kingdom Market Size and Forecast, by End User
      • 16.3.9.9 United Kingdom Market Size and Forecast, by Functionality
      • 16.3.9.10 Local Competition Analysis
      • 16.3.9.11 Local Market Analysis
    • 16.3.1 Germany
      • 16.3.10.1 Germany Market Size and Forecast, by Type
      • 16.3.10.2 Germany Market Size and Forecast, by Product
      • 16.3.10.3 Germany Market Size and Forecast, by Services
      • 16.3.10.4 Germany Market Size and Forecast, by Technology
      • 16.3.10.5 Germany Market Size and Forecast, by Component
      • 16.3.10.6 Germany Market Size and Forecast, by Application
      • 16.3.10.7 Germany Market Size and Forecast, by Deployment
      • 16.3.10.8 Germany Market Size and Forecast, by End User
      • 16.3.10.9 Germany Market Size and Forecast, by Functionality
      • 16.3.10.10 Local Competition Analysis
      • 16.3.10.11 Local Market Analysis
    • 16.3.1 France
      • 16.3.11.1 France Market Size and Forecast, by Type
      • 16.3.11.2 France Market Size and Forecast, by Product
      • 16.3.11.3 France Market Size and Forecast, by Services
      • 16.3.11.4 France Market Size and Forecast, by Technology
      • 16.3.11.5 France Market Size and Forecast, by Component
      • 16.3.11.6 France Market Size and Forecast, by Application
      • 16.3.11.7 France Market Size and Forecast, by Deployment
      • 16.3.11.8 France Market Size and Forecast, by End User
      • 16.3.11.9 France Market Size and Forecast, by Functionality
      • 16.3.11.10 Local Competition Analysis
      • 16.3.11.11 Local Market Analysis
    • 16.3.1 Spain
      • 16.3.12.1 Spain Market Size and Forecast, by Type
      • 16.3.12.2 Spain Market Size and Forecast, by Product
      • 16.3.12.3 Spain Market Size and Forecast, by Services
      • 16.3.12.4 Spain Market Size and Forecast, by Technology
      • 16.3.12.5 Spain Market Size and Forecast, by Component
      • 16.3.12.6 Spain Market Size and Forecast, by Application
      • 16.3.12.7 Spain Market Size and Forecast, by Deployment
      • 16.3.12.8 Spain Market Size and Forecast, by End User
      • 16.3.12.9 Spain Market Size and Forecast, by Functionality
      • 16.3.12.10 Local Competition Analysis
      • 16.3.12.11 Local Market Analysis
    • 16.3.1 Italy
      • 16.3.13.1 Italy Market Size and Forecast, by Type
      • 16.3.13.2 Italy Market Size and Forecast, by Product
      • 16.3.13.3 Italy Market Size and Forecast, by Services
      • 16.3.13.4 Italy Market Size and Forecast, by Technology
      • 16.3.13.5 Italy Market Size and Forecast, by Component
      • 16.3.13.6 Italy Market Size and Forecast, by Application
      • 16.3.13.7 Italy Market Size and Forecast, by Deployment
      • 16.3.13.8 Italy Market Size and Forecast, by End User
      • 16.3.13.9 Italy Market Size and Forecast, by Functionality
      • 16.3.13.10 Local Competition Analysis
      • 16.3.13.11 Local Market Analysis
    • 16.3.1 Netherlands
      • 16.3.14.1 Netherlands Market Size and Forecast, by Type
      • 16.3.14.2 Netherlands Market Size and Forecast, by Product
      • 16.3.14.3 Netherlands Market Size and Forecast, by Services
      • 16.3.14.4 Netherlands Market Size and Forecast, by Technology
      • 16.3.14.5 Netherlands Market Size and Forecast, by Component
      • 16.3.14.6 Netherlands Market Size and Forecast, by Application
      • 16.3.14.7 Netherlands Market Size and Forecast, by Deployment
      • 16.3.14.8 Netherlands Market Size and Forecast, by End User
      • 16.3.14.9 Netherlands Market Size and Forecast, by Functionality
      • 16.3.14.10 Local Competition Analysis
      • 16.3.14.11 Local Market Analysis
    • 16.3.1 Sweden
      • 16.3.15.1 Sweden Market Size and Forecast, by Type
      • 16.3.15.2 Sweden Market Size and Forecast, by Product
      • 16.3.15.3 Sweden Market Size and Forecast, by Services
      • 16.3.15.4 Sweden Market Size and Forecast, by Technology
      • 16.3.15.5 Sweden Market Size and Forecast, by Component
      • 16.3.15.6 Sweden Market Size and Forecast, by Application
      • 16.3.15.7 Sweden Market Size and Forecast, by Deployment
      • 16.3.15.8 Sweden Market Size and Forecast, by End User
      • 16.3.15.9 Sweden Market Size and Forecast, by Functionality
      • 16.3.15.10 Local Competition Analysis
      • 16.3.15.11 Local Market Analysis
    • 16.3.1 Switzerland
      • 16.3.16.1 Switzerland Market Size and Forecast, by Type
      • 16.3.16.2 Switzerland Market Size and Forecast, by Product
      • 16.3.16.3 Switzerland Market Size and Forecast, by Services
      • 16.3.16.4 Switzerland Market Size and Forecast, by Technology
      • 16.3.16.5 Switzerland Market Size and Forecast, by Component
      • 16.3.16.6 Switzerland Market Size and Forecast, by Application
      • 16.3.16.7 Switzerland Market Size and Forecast, by Deployment
      • 16.3.16.8 Switzerland Market Size and Forecast, by End User
      • 16.3.16.9 Switzerland Market Size and Forecast, by Functionality
      • 16.3.16.10 Local Competition Analysis
      • 16.3.16.11 Local Market Analysis
    • 16.3.1 Denmark
      • 16.3.17.1 Denmark Market Size and Forecast, by Type
      • 16.3.17.2 Denmark Market Size and Forecast, by Product
      • 16.3.17.3 Denmark Market Size and Forecast, by Services
      • 16.3.17.4 Denmark Market Size and Forecast, by Technology
      • 16.3.17.5 Denmark Market Size and Forecast, by Component
      • 16.3.17.6 Denmark Market Size and Forecast, by Application
      • 16.3.17.7 Denmark Market Size and Forecast, by Deployment
      • 16.3.17.8 Denmark Market Size and Forecast, by End User
      • 16.3.17.9 Denmark Market Size and Forecast, by Functionality
      • 16.3.17.10 Local Competition Analysis
      • 16.3.17.11 Local Market Analysis
    • 16.3.1 Finland
      • 16.3.18.1 Finland Market Size and Forecast, by Type
      • 16.3.18.2 Finland Market Size and Forecast, by Product
      • 16.3.18.3 Finland Market Size and Forecast, by Services
      • 16.3.18.4 Finland Market Size and Forecast, by Technology
      • 16.3.18.5 Finland Market Size and Forecast, by Component
      • 16.3.18.6 Finland Market Size and Forecast, by Application
      • 16.3.18.7 Finland Market Size and Forecast, by Deployment
      • 16.3.18.8 Finland Market Size and Forecast, by End User
      • 16.3.18.9 Finland Market Size and Forecast, by Functionality
      • 16.3.18.10 Local Competition Analysis
      • 16.3.18.11 Local Market Analysis
    • 16.3.1 Russia
      • 16.3.19.1 Russia Market Size and Forecast, by Type
      • 16.3.19.2 Russia Market Size and Forecast, by Product
      • 16.3.19.3 Russia Market Size and Forecast, by Services
      • 16.3.19.4 Russia Market Size and Forecast, by Technology
      • 16.3.19.5 Russia Market Size and Forecast, by Component
      • 16.3.19.6 Russia Market Size and Forecast, by Application
      • 16.3.19.7 Russia Market Size and Forecast, by Deployment
      • 16.3.19.8 Russia Market Size and Forecast, by End User
      • 16.3.19.9 Russia Market Size and Forecast, by Functionality
      • 16.3.19.10 Local Competition Analysis
      • 16.3.19.11 Local Market Analysis
    • 16.3.1 Rest of Europe
      • 16.3.20.1 Rest of Europe Market Size and Forecast, by Type
      • 16.3.20.2 Rest of Europe Market Size and Forecast, by Product
      • 16.3.20.3 Rest of Europe Market Size and Forecast, by Services
      • 16.3.20.4 Rest of Europe Market Size and Forecast, by Technology
      • 16.3.20.5 Rest of Europe Market Size and Forecast, by Component
      • 16.3.20.6 Rest of Europe Market Size and Forecast, by Application
      • 16.3.20.7 Rest of Europe Market Size and Forecast, by Deployment
      • 16.3.20.8 Rest of Europe Market Size and Forecast, by End User
      • 16.3.20.9 Rest of Europe Market Size and Forecast, by Functionality
      • 16.3.20.10 Local Competition Analysis
      • 16.3.20.11 Local Market Analysis
  • 16.1 Asia-Pacific
    • 16.4.1 Key Market Trends and Opportunities
    • 16.4.2 Asia-Pacific Market Size and Forecast, by Type
    • 16.4.3 Asia-Pacific Market Size and Forecast, by Product
    • 16.4.4 Asia-Pacific Market Size and Forecast, by Services
    • 16.4.5 Asia-Pacific Market Size and Forecast, by Technology
    • 16.4.6 Asia-Pacific Market Size and Forecast, by Component
    • 16.4.7 Asia-Pacific Market Size and Forecast, by Application
    • 16.4.8 Asia-Pacific Market Size and Forecast, by Deployment
    • 16.4.9 Asia-Pacific Market Size and Forecast, by End User
    • 16.4.10 Asia-Pacific Market Size and Forecast, by Functionality
    • 16.4.11 Asia-Pacific Market Size and Forecast, by Country
    • 16.4.12 China
      • 16.4.9.1 China Market Size and Forecast, by Type
      • 16.4.9.2 China Market Size and Forecast, by Product
      • 16.4.9.3 China Market Size and Forecast, by Services
      • 16.4.9.4 China Market Size and Forecast, by Technology
      • 16.4.9.5 China Market Size and Forecast, by Component
      • 16.4.9.6 China Market Size and Forecast, by Application
      • 16.4.9.7 China Market Size and Forecast, by Deployment
      • 16.4.9.8 China Market Size and Forecast, by End User
      • 16.4.9.9 China Market Size and Forecast, by Functionality
      • 16.4.9.10 Local Competition Analysis
      • 16.4.9.11 Local Market Analysis
    • 16.4.1 India
      • 16.4.10.1 India Market Size and Forecast, by Type
      • 16.4.10.2 India Market Size and Forecast, by Product
      • 16.4.10.3 India Market Size and Forecast, by Services
      • 16.4.10.4 India Market Size and Forecast, by Technology
      • 16.4.10.5 India Market Size and Forecast, by Component
      • 16.4.10.6 India Market Size and Forecast, by Application
      • 16.4.10.7 India Market Size and Forecast, by Deployment
      • 16.4.10.8 India Market Size and Forecast, by End User
      • 16.4.10.9 India Market Size and Forecast, by Functionality
      • 16.4.10.10 Local Competition Analysis
      • 16.4.10.11 Local Market Analysis
    • 16.4.1 Japan
      • 16.4.11.1 Japan Market Size and Forecast, by Type
      • 16.4.11.2 Japan Market Size and Forecast, by Product
      • 16.4.11.3 Japan Market Size and Forecast, by Services
      • 16.4.11.4 Japan Market Size and Forecast, by Technology
      • 16.4.11.5 Japan Market Size and Forecast, by Component
      • 16.4.11.6 Japan Market Size and Forecast, by Application
      • 16.4.11.7 Japan Market Size and Forecast, by Deployment
      • 16.4.11.8 Japan Market Size and Forecast, by End User
      • 16.4.11.9 Japan Market Size and Forecast, by Functionality
      • 16.4.11.10 Local Competition Analysis
      • 16.4.11.11 Local Market Analysis
    • 16.4.1 South Korea
      • 16.4.12.1 South Korea Market Size and Forecast, by Type
      • 16.4.12.2 South Korea Market Size and Forecast, by Product
      • 16.4.12.3 South Korea Market Size and Forecast, by Services
      • 16.4.12.4 South Korea Market Size and Forecast, by Technology
      • 16.4.12.5 South Korea Market Size and Forecast, by Component
      • 16.4.12.6 South Korea Market Size and Forecast, by Application
      • 16.4.12.7 South Korea Market Size and Forecast, by Deployment
      • 16.4.12.8 South Korea Market Size and Forecast, by End User
      • 16.4.12.9 South Korea Market Size and Forecast, by Functionality
      • 16.4.12.10 Local Competition Analysis
      • 16.4.12.11 Local Market Analysis
    • 16.4.1 Australia
      • 16.4.13.1 Australia Market Size and Forecast, by Type
      • 16.4.13.2 Australia Market Size and Forecast, by Product
      • 16.4.13.3 Australia Market Size and Forecast, by Services
      • 16.4.13.4 Australia Market Size and Forecast, by Technology
      • 16.4.13.5 Australia Market Size and Forecast, by Component
      • 16.4.13.6 Australia Market Size and Forecast, by Application
      • 16.4.13.7 Australia Market Size and Forecast, by Deployment
      • 16.4.13.8 Australia Market Size and Forecast, by End User
      • 16.4.13.9 Australia Market Size and Forecast, by Functionality
      • 16.4.13.10 Local Competition Analysis
      • 16.4.13.11 Local Market Analysis
    • 16.4.1 Singapore
      • 16.4.14.1 Singapore Market Size and Forecast, by Type
      • 16.4.14.2 Singapore Market Size and Forecast, by Product
      • 16.4.14.3 Singapore Market Size and Forecast, by Services
      • 16.4.14.4 Singapore Market Size and Forecast, by Technology
      • 16.4.14.5 Singapore Market Size and Forecast, by Component
      • 16.4.14.6 Singapore Market Size and Forecast, by Application
      • 16.4.14.7 Singapore Market Size and Forecast, by Deployment
      • 16.4.14.8 Singapore Market Size and Forecast, by End User
      • 16.4.14.9 Singapore Market Size and Forecast, by Functionality
      • 16.4.14.10 Local Competition Analysis
      • 16.4.14.11 Local Market Analysis
    • 16.4.1 Indonesia
      • 16.4.15.1 Indonesia Market Size and Forecast, by Type
      • 16.4.15.2 Indonesia Market Size and Forecast, by Product
      • 16.4.15.3 Indonesia Market Size and Forecast, by Services
      • 16.4.15.4 Indonesia Market Size and Forecast, by Technology
      • 16.4.15.5 Indonesia Market Size and Forecast, by Component
      • 16.4.15.6 Indonesia Market Size and Forecast, by Application
      • 16.4.15.7 Indonesia Market Size and Forecast, by Deployment
      • 16.4.15.8 Indonesia Market Size and Forecast, by End User
      • 16.4.15.9 Indonesia Market Size and Forecast, by Functionality
      • 16.4.15.10 Local Competition Analysis
      • 16.4.15.11 Local Market Analysis
    • 16.4.1 Taiwan
      • 16.4.16.1 Taiwan Market Size and Forecast, by Type
      • 16.4.16.2 Taiwan Market Size and Forecast, by Product
      • 16.4.16.3 Taiwan Market Size and Forecast, by Services
      • 16.4.16.4 Taiwan Market Size and Forecast, by Technology
      • 16.4.16.5 Taiwan Market Size and Forecast, by Component
      • 16.4.16.6 Taiwan Market Size and Forecast, by Application
      • 16.4.16.7 Taiwan Market Size and Forecast, by Deployment
      • 16.4.16.8 Taiwan Market Size and Forecast, by End User
      • 16.4.16.9 Taiwan Market Size and Forecast, by Functionality
      • 16.4.16.10 Local Competition Analysis
      • 16.4.16.11 Local Market Analysis
    • 16.4.1 Malaysia
      • 16.4.17.1 Malaysia Market Size and Forecast, by Type
      • 16.4.17.2 Malaysia Market Size and Forecast, by Product
      • 16.4.17.3 Malaysia Market Size and Forecast, by Services
      • 16.4.17.4 Malaysia Market Size and Forecast, by Technology
      • 16.4.17.5 Malaysia Market Size and Forecast, by Component
      • 16.4.17.6 Malaysia Market Size and Forecast, by Application
      • 16.4.17.7 Malaysia Market Size and Forecast, by Deployment
      • 16.4.17.8 Malaysia Market Size and Forecast, by End User
      • 16.4.17.9 Malaysia Market Size and Forecast, by Functionality
      • 16.4.17.10 Local Competition Analysis
      • 16.4.17.11 Local Market Analysis
    • 16.4.1 Rest of Asia-Pacific
      • 16.4.18.1 Rest of Asia-Pacific Market Size and Forecast, by Type
      • 16.4.18.2 Rest of Asia-Pacific Market Size and Forecast, by Product
      • 16.4.18.3 Rest of Asia-Pacific Market Size and Forecast, by Services
      • 16.4.18.4 Rest of Asia-Pacific Market Size and Forecast, by Technology
      • 16.4.18.5 Rest of Asia-Pacific Market Size and Forecast, by Component
      • 16.4.18.6 Rest of Asia-Pacific Market Size and Forecast, by Application
      • 16.4.18.7 Rest of Asia-Pacific Market Size and Forecast, by Deployment
      • 16.4.18.8 Rest of Asia-Pacific Market Size and Forecast, by End User
      • 16.4.18.9 Rest of Asia-Pacific Market Size and Forecast, by Functionality
      • 16.4.18.10 Local Competition Analysis
      • 16.4.18.11 Local Market Analysis
  • 16.1 Latin America
    • 16.5.1 Key Market Trends and Opportunities
    • 16.5.2 Latin America Market Size and Forecast, by Type
    • 16.5.3 Latin America Market Size and Forecast, by Product
    • 16.5.4 Latin America Market Size and Forecast, by Services
    • 16.5.5 Latin America Market Size and Forecast, by Technology
    • 16.5.6 Latin America Market Size and Forecast, by Component
    • 16.5.7 Latin America Market Size and Forecast, by Application
    • 16.5.8 Latin America Market Size and Forecast, by Deployment
    • 16.5.9 Latin America Market Size and Forecast, by End User
    • 16.5.10 Latin America Market Size and Forecast, by Functionality
    • 16.5.11 Latin America Market Size and Forecast, by Country
    • 16.5.12 Brazil
      • 16.5.9.1 Brazil Market Size and Forecast, by Type
      • 16.5.9.2 Brazil Market Size and Forecast, by Product
      • 16.5.9.3 Brazil Market Size and Forecast, by Services
      • 16.5.9.4 Brazil Market Size and Forecast, by Technology
      • 16.5.9.5 Brazil Market Size and Forecast, by Component
      • 16.5.9.6 Brazil Market Size and Forecast, by Application
      • 16.5.9.7 Brazil Market Size and Forecast, by Deployment
      • 16.5.9.8 Brazil Market Size and Forecast, by End User
      • 16.5.9.9 Brazil Market Size and Forecast, by Functionality
      • 16.5.9.10 Local Competition Analysis
      • 16.5.9.11 Local Market Analysis
    • 16.5.1 Mexico
      • 16.5.10.1 Mexico Market Size and Forecast, by Type
      • 16.5.10.2 Mexico Market Size and Forecast, by Product
      • 16.5.10.3 Mexico Market Size and Forecast, by Services
      • 16.5.10.4 Mexico Market Size and Forecast, by Technology
      • 16.5.10.5 Mexico Market Size and Forecast, by Component
      • 16.5.10.6 Mexico Market Size and Forecast, by Application
      • 16.5.10.7 Mexico Market Size and Forecast, by Deployment
      • 16.5.10.8 Mexico Market Size and Forecast, by End User
      • 16.5.10.9 Mexico Market Size and Forecast, by Functionality
      • 16.5.10.10 Local Competition Analysis
      • 16.5.10.11 Local Market Analysis
    • 16.5.1 Argentina
      • 16.5.11.1 Argentina Market Size and Forecast, by Type
      • 16.5.11.2 Argentina Market Size and Forecast, by Product
      • 16.5.11.3 Argentina Market Size and Forecast, by Services
      • 16.5.11.4 Argentina Market Size and Forecast, by Technology
      • 16.5.11.5 Argentina Market Size and Forecast, by Component
      • 16.5.11.6 Argentina Market Size and Forecast, by Application
      • 16.5.11.7 Argentina Market Size and Forecast, by Deployment
      • 16.5.11.8 Argentina Market Size and Forecast, by End User
      • 16.5.11.9 Argentina Market Size and Forecast, by Functionality
      • 16.5.11.10 Local Competition Analysis
      • 16.5.11.11 Local Market Analysis
    • 16.5.1 Rest of Latin America
      • 16.5.12.1 Rest of Latin America Market Size and Forecast, by Type
      • 16.5.12.2 Rest of Latin America Market Size and Forecast, by Product
      • 16.5.12.3 Rest of Latin America Market Size and Forecast, by Services
      • 16.5.12.4 Rest of Latin America Market Size and Forecast, by Technology
      • 16.5.12.5 Rest of Latin America Market Size and Forecast, by Component
      • 16.5.12.6 Rest of Latin America Market Size and Forecast, by Application
      • 16.5.12.7 Rest of Latin America Market Size and Forecast, by Deployment
      • 16.5.12.8 Rest of Latin America Market Size and Forecast, by End User
      • 16.5.12.9 Rest of Latin America Market Size and Forecast, by Functionality
      • 16.5.12.10 Local Competition Analysis
      • 16.5.12.11 Local Market Analysis
  • 16.1 Middle East and Africa
    • 16.6.1 Key Market Trends and Opportunities
    • 16.6.2 Middle East and Africa Market Size and Forecast, by Type
    • 16.6.3 Middle East and Africa Market Size and Forecast, by Product
    • 16.6.4 Middle East and Africa Market Size and Forecast, by Services
    • 16.6.5 Middle East and Africa Market Size and Forecast, by Technology
    • 16.6.6 Middle East and Africa Market Size and Forecast, by Component
    • 16.6.7 Middle East and Africa Market Size and Forecast, by Application
    • 16.6.8 Middle East and Africa Market Size and Forecast, by Deployment
    • 16.6.9 Middle East and Africa Market Size and Forecast, by End User
    • 16.6.10 Middle East and Africa Market Size and Forecast, by Functionality
    • 16.6.11 Middle East and Africa Market Size and Forecast, by Country
    • 16.6.12 Saudi Arabia
      • 16.6.9.1 Saudi Arabia Market Size and Forecast, by Type
      • 16.6.9.2 Saudi Arabia Market Size and Forecast, by Product
      • 16.6.9.3 Saudi Arabia Market Size and Forecast, by Services
      • 16.6.9.4 Saudi Arabia Market Size and Forecast, by Technology
      • 16.6.9.5 Saudi Arabia Market Size and Forecast, by Component
      • 16.6.9.6 Saudi Arabia Market Size and Forecast, by Application
      • 16.6.9.7 Saudi Arabia Market Size and Forecast, by Deployment
      • 16.6.9.8 Saudi Arabia Market Size and Forecast, by End User
      • 16.6.9.9 Saudi Arabia Market Size and Forecast, by Functionality
      • 16.6.9.10 Local Competition Analysis
      • 16.6.9.11 Local Market Analysis
    • 16.6.1 UAE
      • 16.6.10.1 UAE Market Size and Forecast, by Type
      • 16.6.10.2 UAE Market Size and Forecast, by Product
      • 16.6.10.3 UAE Market Size and Forecast, by Services
      • 16.6.10.4 UAE Market Size and Forecast, by Technology
      • 16.6.10.5 UAE Market Size and Forecast, by Component
      • 16.6.10.6 UAE Market Size and Forecast, by Application
      • 16.6.10.7 UAE Market Size and Forecast, by Deployment
      • 16.6.10.8 UAE Market Size and Forecast, by End User
      • 16.6.10.9 UAE Market Size and Forecast, by Functionality
      • 16.6.10.10 Local Competition Analysis
      • 16.6.10.11 Local Market Analysis
    • 16.6.1 South Africa
      • 16.6.11.1 South Africa Market Size and Forecast, by Type
      • 16.6.11.2 South Africa Market Size and Forecast, by Product
      • 16.6.11.3 South Africa Market Size and Forecast, by Services
      • 16.6.11.4 South Africa Market Size and Forecast, by Technology
      • 16.6.11.5 South Africa Market Size and Forecast, by Component
      • 16.6.11.6 South Africa Market Size and Forecast, by Application
      • 16.6.11.7 South Africa Market Size and Forecast, by Deployment
      • 16.6.11.8 South Africa Market Size and Forecast, by End User
      • 16.6.11.9 South Africa Market Size and Forecast, by Functionality
      • 16.6.11.10 Local Competition Analysis
      • 16.6.11.11 Local Market Analysis
    • 16.6.1 Rest of MEA
      • 16.6.12.1 Rest of MEA Market Size and Forecast, by Type
      • 16.6.12.2 Rest of MEA Market Size and Forecast, by Product
      • 16.6.12.3 Rest of MEA Market Size and Forecast, by Services
      • 16.6.12.4 Rest of MEA Market Size and Forecast, by Technology
      • 16.6.12.5 Rest of MEA Market Size and Forecast, by Component
      • 16.6.12.6 Rest of MEA Market Size and Forecast, by Application
      • 16.6.12.7 Rest of MEA Market Size and Forecast, by Deployment
      • 16.6.12.8 Rest of MEA Market Size and Forecast, by End User
      • 16.6.12.9 Rest of MEA Market Size and Forecast, by Functionality
      • 16.6.12.10 Local Competition Analysis
      • 16.6.12.11 Local Market Analysis

17: Competitive Landscape

  • 17.1 Overview
  • 17.2 Market Share Analysis
  • 17.3 Key Player Positioning
  • 17.4 Competitive Leadership Mapping
    • 17.4.1 Star Players
    • 17.4.2 Innovators
    • 17.4.3 Emerging Players
  • 17.5 Vendor Benchmarking
  • 17.6 Developmental Strategy Benchmarking
    • 17.6.1 New Product Developments
    • 17.6.2 Product Launches
    • 17.6.3 Business Expansions
    • 17.6.4 Partnerships, Joint Ventures, and Collaborations
    • 17.6.5 Mergers and Acquisitions

18: Company Profiles

  • 18.1 C3 AI
    • 18.1.1 Company Overview
    • 18.1.2 Company Snapshot
    • 18.1.3 Business Segments
    • 18.1.4 Business Performance
    • 18.1.5 Product Offerings
    • 18.1.6 Key Developmental Strategies
    • 18.1.7 SWOT Analysis
  • 18.2 DataRobot
    • 18.2.1 Company Overview
    • 18.2.2 Company Snapshot
    • 18.2.3 Business Segments
    • 18.2.4 Business Performance
    • 18.2.5 Product Offerings
    • 18.2.6 Key Developmental Strategies
    • 18.2.7 SWOT Analysis
  • 18.3 H2O.ai
    • 18.3.1 Company Overview
    • 18.3.2 Company Snapshot
    • 18.3.3 Business Segments
    • 18.3.4 Business Performance
    • 18.3.5 Product Offerings
    • 18.3.6 Key Developmental Strategies
    • 18.3.7 SWOT Analysis
  • 18.4 Ayasdi
    • 18.4.1 Company Overview
    • 18.4.2 Company Snapshot
    • 18.4.3 Business Segments
    • 18.4.4 Business Performance
    • 18.4.5 Product Offerings
    • 18.4.6 Key Developmental Strategies
    • 18.4.7 SWOT Analysis
  • 18.5 SAS Institute
    • 18.5.1 Company Overview
    • 18.5.2 Company Snapshot
    • 18.5.3 Business Segments
    • 18.5.4 Business Performance
    • 18.5.5 Product Offerings
    • 18.5.6 Key Developmental Strategies
    • 18.5.7 SWOT Analysis
  • 18.6 BigML
    • 18.6.1 Company Overview
    • 18.6.2 Company Snapshot
    • 18.6.3 Business Segments
    • 18.6.4 Business Performance
    • 18.6.5 Product Offerings
    • 18.6.6 Key Developmental Strategies
    • 18.6.7 SWOT Analysis
  • 18.7 CognitiveScale
    • 18.7.1 Company Overview
    • 18.7.2 Company Snapshot
    • 18.7.3 Business Segments
    • 18.7.4 Business Performance
    • 18.7.5 Product Offerings
    • 18.7.6 Key Developmental Strategies
    • 18.7.7 SWOT Analysis
  • 18.8 Squirro
    • 18.8.1 Company Overview
    • 18.8.2 Company Snapshot
    • 18.8.3 Business Segments
    • 18.8.4 Business Performance
    • 18.8.5 Product Offerings
    • 18.8.6 Key Developmental Strategies
    • 18.8.7 SWOT Analysis
  • 18.9 Absolutdata
    • 18.9.1 Company Overview
    • 18.9.2 Company Snapshot
    • 18.9.3 Business Segments
    • 18.9.4 Business Performance
    • 18.9.5 Product Offerings
    • 18.9.6 Key Developmental Strategies
    • 18.9.7 SWOT Analysis
  • 18.10 Aible
    • 18.10.1 Company Overview
    • 18.10.2 Company Snapshot
    • 18.10.3 Business Segments
    • 18.10.4 Business Performance
    • 18.10.5 Product Offerings
    • 18.10.6 Key Developmental Strategies
    • 18.10.7 SWOT Analysis
  • 18.11 Beyond Limits
    • 18.11.1 Company Overview
    • 18.11.2 Company Snapshot
    • 18.11.3 Business Segments
    • 18.11.4 Business Performance
    • 18.11.5 Product Offerings
    • 18.11.6 Key Developmental Strategies
    • 18.11.7 SWOT Analysis
  • 18.12 Petuum
    • 18.12.1 Company Overview
    • 18.12.2 Company Snapshot
    • 18.12.3 Business Segments
    • 18.12.4 Business Performance
    • 18.12.5 Product Offerings
    • 18.12.6 Key Developmental Strategies
    • 18.12.7 SWOT Analysis
  • 18.13 SparkCognition
    • 18.13.1 Company Overview
    • 18.13.2 Company Snapshot
    • 18.13.3 Business Segments
    • 18.13.4 Business Performance
    • 18.13.5 Product Offerings
    • 18.13.6 Key Developmental Strategies
    • 18.13.7 SWOT Analysis
  • 18.14 Element AI
    • 18.14.1 Company Overview
    • 18.14.2 Company Snapshot
    • 18.14.3 Business Segments
    • 18.14.4 Business Performance
    • 18.14.5 Product Offerings
    • 18.14.6 Key Developmental Strategies
    • 18.14.7 SWOT Analysis
  • 18.15 Peltarion
    • 18.15.1 Company Overview
    • 18.15.2 Company Snapshot
    • 18.15.3 Business Segments
    • 18.15.4 Business Performance
    • 18.15.5 Product Offerings
    • 18.15.6 Key Developmental Strategies
    • 18.15.7 SWOT Analysis
  • 18.16 Seldon
    • 18.16.1 Company Overview
    • 18.16.2 Company Snapshot
    • 18.16.3 Business Segments
    • 18.16.4 Business Performance
    • 18.16.5 Product Offerings
    • 18.16.6 Key Developmental Strategies
    • 18.16.7 SWOT Analysis
  • 18.17 Falkonry
    • 18.17.1 Company Overview
    • 18.17.2 Company Snapshot
    • 18.17.3 Business Segments
    • 18.17.4 Business Performance
    • 18.17.5 Product Offerings
    • 18.17.6 Key Developmental Strategies
    • 18.17.7 SWOT Analysis
  • 18.18 Sentient Technologies
    • 18.18.1 Company Overview
    • 18.18.2 Company Snapshot
    • 18.18.3 Business Segments
    • 18.18.4 Business Performance
    • 18.18.5 Product Offerings
    • 18.18.6 Key Developmental Strategies
    • 18.18.7 SWOT Analysis
  • 18.19 CognitiveScale
    • 18.19.1 Company Overview
    • 18.19.2 Company Snapshot
    • 18.19.3 Business Segments
    • 18.19.4 Business Performance
    • 18.19.5 Product Offerings
    • 18.19.6 Key Developmental Strategies
    • 18.19.7 SWOT Analysis
  • 18.20 Fractal Analytics
    • 18.20.1 Company Overview
    • 18.20.2 Company Snapshot
    • 18.20.3 Business Segments
    • 18.20.4 Business Performance
    • 18.20.5 Product Offerings
    • 18.20.6 Key Developmental Strategies
    • 18.20.7 SWOT Analysis