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市场调查报告书
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1790391

复杂人工智慧市场规模、份额和趋势分析报告：按人工智慧方法、应用、最终用途、地区和细分市场预测，2025 年至 2033 年

Composite AI Market Size, Share & Trends Analysis Report By AI Techniques (Machine Learning, Data Mining), By Application (Product Design & Development, Customer Service), By End-use, By Region, And Segment Forecasts, 2025 - 2033
出版日期: | 出版商: Grand View Research | 英文 200 Pages | 商品交期: 2-10个工作天内

价格

综合人工智慧市场概述

2024 年全球复杂人工智慧市场规模估计为 12.642 亿美元，预计到 2033 年将达到 129.89 亿美元，2025 年至 2033 年的复合年增长率为 29.6%。符号推理和机器学习的融合透过提高模型透明度和上下文准确性推动了复杂人工智慧产业的发展。

这种组合使系统不仅能够从数据中学习，还能应用结构化逻辑，使其在法规环境中更加可靠。企业正在采用这些混合模式，以满足对可解释且合规的人工智慧解决方案日益增长的需求。

复杂人工智慧产业正在开发特定产业的解决方案。各公司正在整合法学硕士 (LLM)、电脑视觉、模拟和符号推理等技术。这些模型融合了行业知识，旨在满足特定的业务需求。云端基础正越来越多地被用于扩展复杂人工智慧的应用。策略合作有助于将先进的人工智慧整合到特定领域的工作流程中。製造业、金融业、零售业、通讯和汽车业正迅速采用人工智慧。例如，2024 年 10 月，印度 IT 公司塔塔咨询服务公司 (TCS) 扩大了与英伟达公司的合作，在其人工智慧部门内建立了专门的英伟达业务部门。云端部门将加速人工智慧在各行业的应用。透过此次合作，两家公司宣布了利用 NVIDIA AI Enterprise、Omniverse 和 Agent AI 为重点产业提供复杂人工智慧解决方案。

资料环境正变得越来越多样化和复杂。传统的人工智慧模型难以在这些多样化的条件下发挥作用，且其适应多种资料格式和即时输入的能力有限。现在，组织需要一个灵活的框架来有效地管理和处理各种资料类型。可客製化的人工智慧可以更好地与业务目标和监管要求保持一致。它还改善了结构化、非结构化和半结构化资料集的整合。这种需求正在推动复合人工智慧解决方案的广泛采用和发展。各行各业的公司都在积极采用此类框架来提高效能和可扩展性。例如，2024 年 8 月，英伟达公司宣布推出 NIM Agent Blueprints，这是一套可客製化的人工智慧工作流程，专为客户服务、药物研发和 PDF资料提取等领域的企业设计。该公司旨在利用 NeMo、NIM Microservices 和 Tokkio 等工具加速开发可扩展的数据驱动人工智慧系统。

各组织机构日益面临对其人工智慧系统决策流程的严格审查。监管压力和伦理担忧推动着人们对更高模型透明度的需求。可解释人工智慧 (XAI) 已成为确保自动化决策中信任和课责的关键要求。传统的黑盒模型通常无法提供其输出背后的清晰推理。复合人工智慧透过将可解释的符号技术与机器学习相结合来解决这个问题。这种结合有助于提供更易于理解和审核的结果。随着企业在金融、医疗保健和公共服务等敏感领域采用人工智慧，对可解释性的需求变得至关重要。复合人工智慧框架支援更符合合规标准的人机互动模型。市场正在响应这一趋势，推出将 XAI 功能整合到混合系统中的平台。这种转变正在加速复合人工智慧在受监管和高风险环境中的应用。

目录

第一章调查方法与范围

第二章执行摘要

第三章 复杂的人工智慧市场变数、趋势与范围

  • 全球综合人工智慧市场展望
  • 产业价值链分析
  • 市场动态
    • 市场驱动因素分析
    • 市场限制因素分析
    • 产业挑战
  • 波特五力分析
    • 供应商权力
    • 购买力
    • 替代威胁
    • 来自新进入者的威胁
    • 竞争对手之间的竞争
  • PESTEL分析
    • 政治
    • 经济
    • 社会
    • 科技
    • 环境
    • 合法的

第四章 复合人工智慧市场：人工智慧方法的展望与预测

  • 综合人工智慧市场：2024 年和 2033 年人工智慧方法变化分析

第五章 复合人工智慧市场：应用展望与预测

  • 复杂人工智慧市场：2024 年和 2033 年应用趋势分析

第六章 复合人工智慧市场：最终用途格局展望与预测

  • 复杂人工智慧市场：2024 年和 2033 年最终用途趋势分析
    • BFSI
    • 医疗保健和生命科学
    • 零售与电子商务
    • 製造业
    • 通讯
    • 其他的

第七章 综合人工智慧市场：按地区估算与趋势分析

  • 2024 年和 2033 年复杂人工智慧市场占有率（按地区划分，百万美元）
  • 北美洲
    • 美国
    • 加拿大
    • 墨西哥
  • 欧洲
    • 英国
    • 德国
    • 法国
  • 亚太地区
    • 中国
    • 日本
    • 印度
    • 澳洲
    • 韩国
  • 拉丁美洲
    • 巴西
  • 中东和非洲
    • 沙乌地阿拉伯
    • 阿拉伯聯合大公国
    • 南非

第八章 竞争态势

  • 主要市场参与企业的近期趋势和影响分析
  • 供应商格局
    • 公司分类
    • 主要经销商和通路合作伙伴名单
    • 潜在客户名单
  • 竞争动态
    • 竞争基准化分析
    • 战略地图
    • 热图分析
  • 公司简介/上市公司
    • Accenture
    • BlackSwan Technologies
    • C3.ai, Inc.
    • Fujitsu
    • Google LLC
    • IBM Corporation
    • Microsoft
    • NVIDIA Corporation
    • SAP SE
    • TATA Consultancy Services Limited（TCS）
Product Code: GVR-4-68040-689-9

Composite AI Market Summary

The global composite AI market size was estimated at USD 1,264.2 million in 2024 and is projected to reach USD 12,989.0 million by 2033, growing at a CAGR of 29.6% from 2025 to 2033. The integration of symbolic reasoning with machine learning is propelling the composite AI industry by enhancing model transparency and contextual accuracy.

This combination allows systems to not only learn from data but also apply structured logic, making them more reliable in regulated environments. Enterprises are adopting these hybrid models to meet the growing demand for explainable and compliant AI solutions.

The composite AI industry is witnessing increased development of industry-specific solutions. Enterprises are combining techniques such as LLMs, computer vision, simulation, and symbolic reasoning. These models are designed to incorporate industry knowledge and align with specific operational requirements. There is a growing use of cloud-based platforms to scale composite AI deployments. Strategic collaborations are helping integrate advanced AI into sector-specific workflows. Adoption is expanding rapidly across manufacturing, finance, retail, telecom, and automotive industries. For instance, in October 2024, Tata Consultancy Services (TCS), an Indian IT company, expanded its partnership with NVIDIA Corporation by setting up a dedicated NVIDIA Business Unit within its AI. Cloud division to speed up AI adoption across various industries. Through this collaboration, the companies launched composite AI solutions for key industries using NVIDIA AI Enterprise, Omniverse, and agentic AI.

Data environments are becoming more varied and complex. Traditional AI models struggle to perform across such diverse conditions. They are often limited in adapting to multiple data formats and real-time inputs. Organizations now require flexible frameworks to manage and process different data types efficiently. Customizable AI enables better alignment with operational goals and regulatory requirements. It also improves integration across structured, unstructured, and semi-structured datasets. This need is driving broader adoption and development of composite AI solutions. Companies across sectors are actively implementing such frameworks to enhance performance and scalability. For instance, in August 2024, NVIDIA Corporation introduced NIM Agent Blueprints, a set of customizable AI workflows designed for enterprise applications such as customer service, drug discovery, and PDF data extraction. The company aims to accelerate the development of scalable, data-driven AI systems using tools such as NeMo, NIM microservices, and Tokkio.

Organizations increasingly face scrutiny over the decision-making process of AI systems. Regulatory pressures and ethical concerns are raising the need for greater model transparency. Explainable AI (XAI) has emerged as a key requirement to ensure trust and accountability in automated decisions. Traditional black-box models often fail to provide clear reasoning behind their outputs. Composite AI addresses this by integrating interpretable symbolic methods with machine learning. This combination helps in delivering more understandable and auditable results. As enterprises adopt AI in sensitive areas such as finance, healthcare, and public services, the demand for explainability becomes critical. Composite AI frameworks allow human-in-the-loop models that align better with compliance standards. The market is responding with platforms that embed XAI features into hybrid systems. This change is accelerating the adoption of composite AI across regulated and high-risk environments.

Global Composite AI Market Report Segmentation

This report forecasts revenue growth at the global, regional, and country levels and provides an analysis of the latest industry trends and opportunities in each of the sub-segments from 2021 to 2033. For this study, Grand View Research has segmented the global composite AI market report based on the AI techniques, application, end-use, and region.

  • AI Techniques Outlook (Revenue, USD Million, 2021 - 2033)
  • Machine Learning
  • Data Mining
  • Natural Language Processing
  • Computer Vision
  • Knowledge Graphs
  • Symbolic AI / Rule-based
  • Others
  • Application Outlook (Revenue, USD Million, 2021 - 2033)
  • Product Design and Development
  • Customer Service
  • Predictive Maintenance
  • Fraud Detection
  • Risk Management
  • Others
  • End-use Outlook (Revenue, USD Million, 2021 - 2033)
  • BFSI
  • Healthcare & Life Sciences
  • Retail & E-commerce
  • Manufacturing
  • Telecommunications
  • Others
  • Regional Outlook (Revenue, USD Million, 2021 - 2033)
  • North America
    • U.S.
    • Canada
    • Mexico
  • Europe
    • UK
    • Germany
    • France
  • Asia Pacific
    • China
    • Japan
    • India
    • Australia
    • South Korea
  • Latin America
    • Brazil
  • Middle East & Africa (MEA)
    • KSA
    • UAE
    • South Africa

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation & Scope
  • 1.2. Market Definition
  • 1.3. Information Procurement
    • 1.3.1. Purchased Database
    • 1.3.2. GVR's Internal Database
    • 1.3.3. Secondary Sources & Third-Party Perspectives
    • 1.3.4. Primary Research
  • 1.4. Information Analysis
    • 1.4.1. Data Analysis Models
  • 1.5. Market Formulation & Data Visualization
  • 1.6. Data Validation & Publishing

Chapter 2. Executive Summary

  • 2.1. Market Insights
  • 2.2. Segmental Outlook
  • 2.3. Competitive Outlook

Chapter 3. Composite AI Market Variables, Trends & Scope

  • 3.1. Global Composite AI Market Outlook
  • 3.2. Industry Value Chain Analysis
  • 3.3. Market Dynamics
    • 3.3.1. Market Driver Analysis
    • 3.3.2. Market Restraint Analysis
    • 3.3.3. Industry Challenges
  • 3.4. Porter's Five Forces Analysis
    • 3.4.1. Supplier Power
    • 3.4.2. Buyer Power
    • 3.4.3. Substitution Threat
    • 3.4.4. Threat from New Entrant
    • 3.4.5. Competitive Rivalry
  • 3.5. PESTEL Analysis
    • 3.5.1. Political Landscape
    • 3.5.2. Economic Landscape
    • 3.5.3. Social Landscape
    • 3.5.4. Technological Landscape
    • 3.5.5. Environmental Landscape
    • 3.5.6. Legal Landscape

Chapter 4. Composite AI Market: AI Techniques Estimates & Forecasts

  • 4.1. Composite AI Market: AI Techniques Movement Analysis, 2024 & 2033
    • 4.1.1. Machine Learning
      • 4.1.1.1. Machine Learning Market estimates and forecast, 2021 - 2033 (USD Million)
    • 4.1.2. Data Mining
      • 4.1.2.1. Data Mining Market estimates and forecast, 2021 - 2033 (USD Million)
    • 4.1.3. Natural Language Processing
      • 4.1.3.1. Natural Language Processing Market estimates and forecast, 2021 - 2033 (USD Million)
    • 4.1.4. Computer Vision
      • 4.1.4.1. Computer Vision Market estimates and forecast, 2021 - 2033 (USD Million)
    • 4.1.5. Knowledge Graphs
      • 4.1.5.1. Knowledge Graphs Market estimates and forecast, 2021 - 2033 (USD Million)
    • 4.1.6. Symbolic AI / Rule-Based
      • 4.1.6.1. Symbolic AI / Rule-Based Market estimates and forecast, 2021 - 2033 (USD Million)
    • 4.1.7. Others
      • 4.1.7.1. Others Market estimates and forecast, 2021 - 2033 (USD Million)

Chapter 5. Composite AI Market: Application Estimates & Forecasts

  • 5.1. Composite AI Market: Application Movement Analysis, 2024 & 2033
    • 5.1.1. Product Design and Development
      • 5.1.1.1. Product Design and Development Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.2. Customer Service
      • 5.1.2.1. Customer Service Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.3. Predictive Maintenance
      • 5.1.3.1. Predictive Maintenance Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.4. Fraud Detection
      • 5.1.4.1. Fraud Detection Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.5. Risk Management
      • 5.1.5.1. Risk Management Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.6. Others
      • 5.1.6.1. Others Market estimates and forecast, 2021 - 2033 (USD Million)

Chapter 6. Composite AI Market: End Use Outlook Estimates & Forecasts

  • 6.1. Composite AI Market: End Use Movement Analysis, 2024 & 2033
    • 6.1.1. BFSI
      • 6.1.1.1. BFSI Market estimates and forecast, 2021 - 2033 (USD Million)
    • 6.1.2. Healthcare & Life Sciences
      • 6.1.2.1. Healthcare & Life Sciences Market estimates and forecast, 2021 - 2033 (USD Million)
    • 6.1.3. Retail & E-commerce
      • 6.1.3.1. Retail & E-commerce Market estimates and forecast, 2021 - 2033 (USD Million)
    • 6.1.4. Manufacturing
      • 6.1.4.1. Manufacturing Market estimates and forecast, 2021 - 2033 (USD Million)
    • 6.1.5. Telecommunications
      • 6.1.5.1. Telecommunications Market estimates and forecast, 2021 - 2033 (USD Million)
    • 6.1.6. Others
      • 6.1.6.1. Others Market estimates and forecast, 2021 - 2033 (USD Million)

Chapter 7. Composite AI Market: Regional Estimates & Trend Analysis

  • 7.1. Composite AI Market Share, By Region, 2024 & 2033, USD Million
  • 7.2. North America
    • 7.2.1. North America Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.2.1.1. North America Composite AI Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 7.2.1.2. North America Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.2.1.3. North America Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.2.1.4. North America Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.2.2. U.S.
      • 7.2.2.1. U.S. Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.2.2.2. U.S. Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.2.2.3. U.S. Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.2.2.4. U.S. Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.2.3. Canada
      • 7.2.3.1. Canada Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.2.3.2. Canada Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.2.3.3. Canada Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.2.3.4. Canada Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.2.4. Mexico
      • 7.2.4.1. Mexico Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.2.4.2. Mexico Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.2.4.3. Mexico Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.2.4.4. Mexico Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
  • 7.3. Europe
    • 7.3.1. Europe Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.3.1.1. Europe Composite AI Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 7.3.1.2. Europe Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.3.1.3. Europe Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.3.1.4. Europe Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.3.2. UK
      • 7.3.2.1. UK Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.3.2.2. UK Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.3.2.3. UK Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.3.2.4. UK Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.3.3. Germany
      • 7.3.3.1. Germany Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.3.3.2. Germany Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.3.3.3. Germany Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.3.3.4. Germany Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.3.4. France
      • 7.3.4.1. France Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.3.4.2. France Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.3.4.3. France Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.3.4.4. France Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
  • 7.4. Asia Pacific
    • 7.4.1. Asia Pacific Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.4.1.1. Asia Pacific Composite AI Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 7.4.1.2. Asia Pacific Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.4.1.3. Asia Pacific Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.4.1.4. Asia Pacific Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.4.2. China
      • 7.4.2.1. China Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.4.2.2. China Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.4.2.3. China Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.4.2.4. China Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.4.3. Japan
      • 7.4.3.1. Japan Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.4.3.2. Japan Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.4.3.3. Japan Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.4.3.4. Japan Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.4.4. India
      • 7.4.4.1. India Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.4.4.2. India Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.4.4.3. India Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.4.4.4. India Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.4.5. Australia
      • 7.4.5.1. Australia Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.4.5.2. Australia Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.4.5.3. Australia Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.4.5.4. Australia Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.4.6. South Korea
      • 7.4.6.1. South Korea Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.4.6.2. South Korea Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.4.6.3. South Korea Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.4.6.4. South Korea Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
  • 7.5. Latin America
    • 7.5.1. Latin America Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.5.1.1. Latin America Composite AI Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 7.5.1.2. Latin America Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.5.1.3. Latin America Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.5.1.4. Latin America Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.5.2. Brazil
      • 7.5.2.1. Brazil Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.5.2.2. Brazil Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.5.2.3. Brazil Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.5.2.4. Brazil Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
  • 7.6. Middle East and Africa
    • 7.6.1. Middle East and Africa Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.6.1.1. Middle East and Africa Composite AI Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 7.6.1.2. Middle East and Africa Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.6.1.3. Middle East and Africa Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.6.1.4. Middle East and Africa Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.6.2. KSA
      • 7.6.2.1. KSA Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.6.2.2. KSA Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.6.2.3. KSA Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.6.2.4. KSA Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.6.3. UAE
      • 7.6.3.1. UAE Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.6.3.2. UAE Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.6.3.3. UAE Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.6.3.4. UAE Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 7.6.4. South Africa
      • 7.6.4.1. South Africa Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 7.6.4.2. South Africa Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
      • 7.6.4.3. South Africa Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 7.6.4.4. South Africa Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)

Chapter 8. Competitive Landscape

  • 8.1. Recent Developments & Impact Analysis, By Key Market Participants
  • 8.2. Vendor Landscape
    • 8.2.1. Company categorization
    • 8.2.2. List of Key Distributors and channel Partners
    • 8.2.3. List of Potential Customers/Listing
  • 8.3. Competitive Dynamics
    • 8.3.1. Competitive Benchmarking
    • 8.3.2. Strategy Mapping
    • 8.3.3. Heat Map Analysis
  • 8.4. Company Profiles/Listing
    • 8.4.1. Accenture
      • 8.4.1.1. Participant's overview
      • 8.4.1.2. Financial performance
      • 8.4.1.3. Product benchmarking
      • 8.4.1.4. Strategic initiatives
    • 8.4.2. BlackSwan Technologies
      • 8.4.2.1. Participant's overview
      • 8.4.2.2. Financial performance
      • 8.4.2.3. Product benchmarking
      • 8.4.2.4. Strategic initiatives
    • 8.4.3. C3.ai, Inc.
      • 8.4.3.1. Participant's overview
      • 8.4.3.2. Financial performance
      • 8.4.3.3. Product benchmarking
      • 8.4.3.4. Strategic initiatives
    • 8.4.4. Fujitsu
      • 8.4.4.1. Participant's overview
      • 8.4.4.2. Financial performance
      • 8.4.4.3. Product benchmarking
      • 8.4.4.4. Strategic initiatives
    • 8.4.5. Google LLC
      • 8.4.5.1. Participant's overview
      • 8.4.5.2. Financial performance
      • 8.4.5.3. Product benchmarking
      • 8.4.5.4. Strategic initiatives
    • 8.4.6. IBM Corporation
      • 8.4.6.1. Participant's overview
      • 8.4.6.2. Financial performance
      • 8.4.6.3. Product benchmarking
      • 8.4.6.4. Strategic initiatives
    • 8.4.7. Microsoft
      • 8.4.7.1. Participant's overview
      • 8.4.7.2. Financial performance
      • 8.4.7.3. Product benchmarking
      • 8.4.7.4. Strategic initiatives
    • 8.4.8. NVIDIA Corporation
      • 8.4.8.1. Participant's overview
      • 8.4.8.2. Financial performance
      • 8.4.8.3. Product benchmarking
      • 8.4.8.4. Strategic initiatives
    • 8.4.9. SAP SE
      • 8.4.9.1. Participant's overview
      • 8.4.9.2. Financial performance
      • 8.4.9.3. Product benchmarking
      • 8.4.9.4. Strategic initiatives
    • 8.4.10. TATA Consultancy Services Limited (TCS)
      • 8.4.10.1. Participant's overview
      • 8.4.10.2. Financial performance
      • 8.4.10.3. Product benchmarking
      • 8.4.10.4. Strategic initiatives

List of Tables

  • Table 1. Global Composite AI market estimates and forecasts, by region, 2021 - 2033 (USD Million)
  • Table 2. Global Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 3. Global Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 4. Global Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 5. North America Composite AI market estimates and forecasts, by country, 2021 - 2033 (USD Million)
  • Table 6. North America Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 7. North America Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 8. North America Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 9. U.S. Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 10. U.S. Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 11. U.S. Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 12. Canada Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 13. Canada Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 14. Canada Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 15. Mexico Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 16. Mexico Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 17. Mexico Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 18. Europe Composite AI market estimates and forecasts, by country, 2021 - 2033 (USD Million)
  • Table 19. Europe Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 20. Europe Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 21. Europe Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 22. UK Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 23. UK Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 24. UK Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 25. Germany Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 26. Germany Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 27. Germany Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 28. France Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 29. France Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 30. France Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 31. Asia Pacific Composite AI market estimates and forecasts, by country, 2021 - 2033 (USD Million)
  • Table 32. Asia Pacific Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 33. Asia Pacific Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 34. Asia Pacific Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 35. China Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 36. China Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 37. China Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 38. Japan Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 39. Japan Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 40. Japan Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 41. India Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 42. India Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 43. India Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 44. Australia Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 45. Australia Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 46. Australia Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 47. South Korea Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 48. South Korea Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 49. South Korea Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 50. Latin America Composite AI market estimates and forecasts, by country, 2021 - 2033 (USD Million)
  • Table 51. Latin America Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 52. Latin America Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 53. Latin America Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 54. Brazil Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 55. Brazil Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 56. Brazil Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 57. Middle East & Africa Composite AI market estimates and forecasts, by country, 2021 - 2033 (USD Million)
  • Table 58. Middle East & Africa Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 59. Middle East & Africa Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 60. Middle East & Africa Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 61. Saudi Arabia Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 62. Saudi Arabia Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 63. Saudi Arabia Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 64. UAE Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 65. UAE Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 66. UAE Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)
  • Table 67. South Africa Composite AI market estimates and forecasts, by AI Techniques, 2021 - 2033 (USD Million)
  • Table 68. South Africa Composite AI market estimates and forecasts, by Application, 2021 - 2033 (USD Million)
  • Table 69. South Africa Composite AI market estimates and forecasts, by End Use, 2021 - 2033 (USD Million)

List of Figures

  • Fig. 1 Composite AI market segmentation
  • Fig. 2 Market research process
  • Fig. 3 Information procurement
  • Fig. 4 Primary research pattern
  • Fig. 5 Market research approaches
  • Fig. 6 Parent market analysis
  • Fig. 7 Market formulation & validation
  • Fig. 8 Composite AI market snapshot
  • Fig. 9 Composite AI market segment snapshot
  • Fig. 10 Composite AI market competitive sector snapshot
  • Fig. 11 Market driver relevance analysis (Current & future impact)
  • Fig. 12 Market restraint relevance analysis (Current & future impact)
  • Fig. 13 Value Chain Analysis
  • Fig. 14 Composite AI market: AI Techniques outlook key takeaways (USD Million)
  • Fig. 15 Composite AI market: AI Techniques movement analysis 2024 & 2033 (USD Million)
  • Fig. 16 Machine Learning market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 17 Data Mining market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 18 Natural Language Processing market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 19 Computer Vision market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 20 Knowledge Graphs market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 21 Symbolic AI / Rule-Based market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 22 Others market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 23 Composite AI market: Application outlook key takeaways (USD Million)
  • Fig. 24 Composite AI market: Application movement analysis 2024 & 2033 (USD Million)
  • Fig. 25 Product Design and Development market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 26 Customer Service market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 27 Predictive Maintenance market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 28 Fraud Detection market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 29 Risk Management market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 30 Other market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 31 Composite AI market: End Use outlook key takeaways (USD Million)
  • Fig. 32 Composite AI market: End Use movement analysis 2024 & 2033 (USD Million)
  • Fig. 33 BFSI market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 34 Healthcare & Life Sciences market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 35 Retail & E-commerce market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 36 Manufacturing market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 37 Telecommunications market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 38 Other market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 39 Composite AI market: Regional outlook, 2024 & 2033 (USD Million)
  • Fig. 40 North America Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 41 US Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 42 Canada Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 43 Mexico Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 44 Europe Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 45 UK Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 46 Germany Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 47 France Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 48 Asia Pacific Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 49 China Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 50 Japan Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 51 India Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 52 Australia Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 53 South Korea Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 54 Latin America Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 55 Brazil Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 56 MEA Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 57 KSA Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 58 UAE Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 59 South Africa Composite AI market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 60 Strategy framework
  • Fig. 61 Company Categorization