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市场调查报告书
商品编码
1838568

可解释人工智慧市场分析及预测（至 2034 年）：类型、产品、服务、技术、组件、应用、部署、最终用户和功能

Explainable 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 352 Pages | 商品交期: 3-5个工作天内

价格
简介目录

可解释人工智慧市场预计将从 2024 年的 1,100 万美元成长到 2034 年的 8,260 万美元，复合年增长率约为 22.3%。可解释人工智慧市场涵盖旨在提高人工智慧模型透明度和可解释性的技术。它透过提供人类可理解的人工智慧决策流程洞察来解决「黑盒子」问题。该市场由监管要求以及金融、医疗保健和汽车等行业对人工智慧系统的信任需求所驱动。随着人工智慧的整合度不断提高，对可解释解决方案的需求也日益增长，从而推动了模型可解释性和使用者介面设计的创新。

可解释的人工智慧市场预计将出现显着成长，这得益于对人工智慧系统透明度和课责日益增长的需求。软体领域，尤其是模型可解释性工具和可解释性框架，正在引领这一趋势。这些工具对于理解人工智慧决策流程至关重要。紧随其后的是服务领域，随着企业寻求实施和优化可解释的人工智慧解决方案，咨询和整合服务发展势头强劲。在软体领域，特定于模型的可解释性工具透过为各个人工智慧模型提供客製化的见解，展现出卓越的性能。在服务领域，培训和教育服务表现第二好，因为企业优先考虑员工技能提升，以有效利用可解释的人工智慧技术。日益增加的监管压力预计将推动对以合规为重点的可解释性解决方案的需求，从而进一步推动市场扩张。可解释人工智慧在金融和医疗保健等领域的整合凸显了其在建立信任和增强决策能力方面的关键作用。

市场区隔
类型 按模型、事后和反事后
产品 软体工具、平台和框架
服务 咨询、整合、支援与维护、培训、託管服务
科技 机器学习、深度学习、自然语言处理、电脑视觉
成分 解决方案和服务
目的 医疗保健、银行和金融服务、汽车、零售、通讯、政府、能源和公共产业、製造业
部署 本地、云端、混合
最终用户 企业、中小企业、公共部门
功能 可解释性、透明度、偏见检测和课责

市场概述

云端基础解决方案占据可解释人工智慧市场份额的主导地位，而内部部署系统则占了很大一部分。人工智慧模型的复杂性和精密度会影响市场定价动态。最近产品推出专注于提高透明度和可解释性，以满足对合乎道德的人工智慧应用日益增长的需求。企业正在投资创新解决方案，以便对人工智慧决策流程提供清晰的洞察，满足不同产业的需求。可解释人工智慧市场的竞争非常激烈，领先的科技公司都在争夺主导地位。基准测试显示，市场主要专注于开发使用者友善的介面和强大的分析工具。监管影响，尤其是北美和欧洲的监管影响，正在塑造市场策略，重点是透明度和课责。在政府有利政策的推动下，亚太地区的新兴市场正在增加投资。人工智慧技术的进步和日益增长的监管压力凸显了人工智慧系统对可解释性的需求，使市场有望成长。

主要趋势和驱动因素：

由于对人工智慧决策透明度的需求不断增长，可解释人工智慧 (xAI) 市场正在迅速发展。各组织正在寻求能够提供清晰、易懂的见解并促进信任和课责的人工智慧系统。这种趋势在医疗保健和金融等决策透明度至关重要的领域尤其明显。监管压力也是一个主要驱动因素，因为世界各国政府和机构都要求人工智慧应用程式具有可解释性。遵守这些法规正在推动企业采用 xAI 解决方案。此外，业务流程中人工智慧主导的自动化的兴起需要可解释性，以确保合乎道德和公平的结果。人工智慧模型（例如深度学习网路）的日益复杂，凸显了对可解释解决方案的需求，这些解决方案可以解开复杂的演算法。随着人工智慧继续渗透到各个行业，对用户友好且易于解释的模型的需求正在激增。投资 xAI 的公司准备好透过培养信任和促进更好的决策流程来获得竞争优势。

限制与挑战：

可解释的人工智慧市场面临几个关键的限制和挑战。一个关键的限制是人工智慧模型的复杂性，这往往会阻碍可解释人工智慧所必需的透明度和可解释性。这种复杂性可能会因为信任问题而阻碍相关人员采用这种技术。另一个挑战是缺乏标准化的法规和准则，这使得可解释的人工智慧解决方案的开发和部署变得复杂。公司在确保不同地区和行业的合规性和一致性方面面临困难。缺乏熟悉人工智慧和可解释性的熟练专业人员进一步限制了市场成长。公司很难找到能够弥合技术开发和用户友好解释之间差距的专家。此外，高昂的实施成本构成了一个巨大的障碍，尤其是对于中小型企业 (SME) 和新兴企业而言。将可解释的人工智慧整合到现有系统中的财务负担可能是令人望而却步的。最后，资料隐私问题影响市场，因为可解释的人工智慧通常需要存取敏感数据，从而引发道德和法律问题。

关键人物

H2O.ai、Fiddler AI、DarwinAI、Peltarion、Seldon、Kyndi、Zest AI、ExplainX、Akkio、TruEra、Modzy、Factmata、LatticeFlow、CausaLens、Arize AI

目录

第一章 可解释人工智慧市场概述

  • 调查目的
  • 可解释的人工智慧市场定义和范围
  • 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 可解释的人工智慧市场展望

  • 可解释的人工智慧市场细分
  • 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 可解释的人工智慧市场策略

  • 母市场分析
  • 供需分析
  • 消费者购买意向
  • 案例研究分析
  • 定价分析
  • 监管状况
  • 供应链分析
  • 竞争产品分析
  • 近期动态

第六章：可解释的人工智慧市场规模

  • 可解释的人工智慧市场规模（按价值）
  • 可解释人工智慧市场规模（按数量）

7. 可解释人工智慧市场类型

  • 市场概况
  • 按型号
  • 事后分析
  • 安特霍克
  • 其他的

8. 可解释人工智慧市场（按产品划分）

  • 市场概况
  • 软体工具
  • 平台
  • 框架
  • 其他的

9. 可解释人工智慧市场（按服务）

  • 市场概况
  • 咨询
  • 一体化
  • 支援和维护
  • 训练
  • 託管服务
  • 其他的

10. 按技术分類的可解释人工智慧市场

  • 市场概况
  • 机器学习
  • 深度学习
  • 自然语言处理
  • 电脑视觉
  • 其他的

11. 可解释人工智慧市场（按组件划分）

  • 市场概况
  • 解决方案
  • 服务
  • 其他的

第 12 章 可解释的人工智慧市场（按应用）

  • 市场概况
  • 卫生保健
  • 银行和金融服务
  • 车
  • 零售
  • 通讯
  • 政府机构
  • 能源与公共产业
  • 製造业
  • 其他的

第 13 章 可解释的人工智慧市场（按部署）

  • 市场概况
  • 本地部署
  • 云
  • 杂交种
  • 其他的

14. 可解释人工智慧市场（以最终用户划分）

  • 市场概况
  • 公司
  • 小型企业
  • 公共部门
  • 其他的

15. 可解释人工智慧市场（按功能）

  • 市场概况
  • 可解释性
  • 透明度
  • 偏差检测
  • 概述可能性
  • 其他的

16. 可解释人工智慧市场（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
  • 市占率分析
  • 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

  • H2O.ai
  • Fiddler AI
  • DarwinAI
  • Peltarion
  • Seldon
  • Kyndi
  • Zest AI
  • ExplainX
  • Akkio
  • TruEra
  • Modzy
  • Factmata
  • LatticeFlow
  • CausaLens
  • Arize AI
简介目录
Product Code: GIS33858

Explainable AI Market is anticipated to expand from $11 million in 2024 to $82.6 million by 2034, growing at a CAGR of approximately 22.3%. The Explainable AI Market encompasses technologies designed to enhance the transparency and interpretability of artificial intelligence models. It addresses the 'black box' issue by providing human-understandable insights into AI decision-making processes. This market is driven by regulatory requirements and the need for trust in AI systems across sectors such as finance, healthcare, and automotive. As AI integration deepens, demand for explainable solutions is rising, fostering innovation in model interpretability and user interface design.

The Explainable AI Market is poised for significant growth, driven by the rising necessity for transparency and accountability in AI systems. The software segment, particularly model interpretability tools and explainability frameworks, leads in performance. These tools are crucial for understanding AI decision-making processes. Closely following is the services segment, with consulting and integration services gaining momentum as businesses seek to implement and optimize explainable AI solutions. Within the software segment, model-specific explainability tools outperform, offering tailored insights into individual AI models. In the services segment, training and education services are the second-highest performers, as organizations prioritize upskilling their workforce to effectively utilize explainable AI technologies. As regulatory pressures increase, demand for compliance-focused explainability solutions is expected to rise, further driving market expansion. The integration of explainable AI in sectors like finance and healthcare underscores its critical role in fostering trust and enhancing decision-making capabilities.

Market Segmentation
TypeModel-Specific, Post-Hoc, Ante-Hoc
ProductSoftware Tools, Platforms, Frameworks
ServicesConsulting, Integration, Support and Maintenance, Training, Managed Services
TechnologyMachine Learning, Deep Learning, Natural Language Processing, Computer Vision
ComponentSolutions, Services
ApplicationHealthcare, Banking and Financial Services, Automotive, Retail, Telecommunications, Government, Energy and Utilities, Manufacturing
DeploymentOn-Premises, Cloud, Hybrid
End UserEnterprises, SMEs, Public Sector
FunctionalityInterpretability, Transparency, Bias Detection, Accountability

Market Snapshot:

Explainable AI's market share is dominated by cloud-based solutions, with a significant portion held by on-premise systems. The market's pricing dynamics are influenced by the complexity and sophistication of AI models. Recent product launches focus on enhancing transparency and interpretability, addressing the growing demand for ethical AI applications. Companies are investing in innovative solutions that provide clear insights into AI decision-making processes, catering to diverse industry needs. Competition in the Explainable AI market is intense, with major technology firms vying for dominance. Benchmarking reveals a focus on developing user-friendly interfaces and robust analytical tools. Regulatory influences, particularly in North America and Europe, emphasize transparency and accountability, shaping market strategies. Emerging markets in Asia-Pacific are witnessing increased investments, driven by favorable government policies. The market is poised for growth, with advancements in AI technology and increasing regulatory pressures highlighting the need for explainability in AI systems.

Geographical Overview:

The Explainable AI market is witnessing robust growth across various regions, each presenting unique opportunities. North America leads, driven by strong AI adoption and regulatory support for transparency in AI systems. The presence of major AI companies and research institutions further accelerates market development. Europe follows, emphasizing ethical AI and transparency, which align with regional regulations and consumer expectations. Asia Pacific is emerging as a significant growth pocket, propelled by rapid technological advancements and increased government investment in AI initiatives. Countries like China, Japan, and India are at the forefront, leveraging AI to enhance various sectors. Latin America and the Middle East & Africa are nascent markets with rising potential. In Latin America, Brazil and Mexico are investing in AI, focusing on explainability to gain consumer trust. Meanwhile, the Middle East & Africa are recognizing the strategic importance of Explainable AI in fostering innovation and economic development.

Key Trends and Drivers:

The Explainable AI (XAI) market is evolving rapidly, driven by the increasing demand for transparency in AI decision-making. Organizations are seeking AI systems that offer clear, understandable insights, promoting trust and accountability. This trend is particularly prevalent in sectors like healthcare and finance, where decision transparency is critical. Regulatory pressures are also a significant driver, as governments and institutions worldwide mandate explainability in AI applications. Compliance with these regulations is pushing companies to adopt XAI solutions. Furthermore, the rise of AI-driven automation in business processes necessitates explainability to ensure ethical and fair outcomes. The growing complexity of AI models, such as deep learning networks, underscores the need for explainable solutions that demystify intricate algorithms. As AI continues to permeate various industries, the demand for user-friendly, interpretable models is surging. Companies investing in XAI are poised to gain a competitive edge by fostering trust and facilitating better decision-making processes.

Restraints and Challenges:

The Explainable AI Market encounters several significant restraints and challenges. A primary restraint is the complexity of AI models, which often hinders the transparency and interpretability essential for explainable AI. This complexity can deter stakeholders from adopting such technologies due to trust issues. Another challenge is the lack of standardized regulations and guidelines, which complicates the development and deployment of explainable AI solutions. Companies face difficulties in ensuring compliance and consistency across different regions and industries. The scarcity of skilled professionals proficient in both AI and explainability further restricts market growth. Organizations struggle to find experts who can bridge the gap between technical development and user-friendly interpretation. Moreover, high implementation costs pose a significant barrier, especially for smaller enterprises and startups. The financial burden of integrating explainable AI into existing systems can be prohibitive. Finally, data privacy concerns affect the market, as explainable AI often requires access to sensitive data, raising ethical and legal issues.

Key Players:

H2O.ai, Fiddler AI, DarwinAI, Peltarion, Seldon, Kyndi, Zest AI, ExplainX, Akkio, TruEra, Modzy, Factmata, LatticeFlow, CausaLens, Arize AI

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: Explainable AI Market Overview

  • 1.1 Objectives of the Study
  • 1.2 Explainable 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: Explainable AI Market Outlook

  • 4.1 Explainable 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: Explainable 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: Explainable AI Market Size

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

7: Explainable AI Market, by Type

  • 7.1 Market Overview
  • 7.2 Model-Specific
    • 7.2.1 Key Market Trends & Opportunity Analysis
    • 7.2.2 Market Size and Forecast, by Region
  • 7.3 Post-Hoc
    • 7.3.1 Key Market Trends & Opportunity Analysis
    • 7.3.2 Market Size and Forecast, by Region
  • 7.4 Ante-Hoc
    • 7.4.1 Key Market Trends & Opportunity Analysis
    • 7.4.2 Market Size and Forecast, by Region
  • 7.5 Others
    • 7.5.1 Key Market Trends & Opportunity Analysis
    • 7.5.2 Market Size and Forecast, by Region

8: Explainable AI Market, by Product

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

9: Explainable 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 Support and 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 Managed Services
    • 9.6.1 Key Market Trends & Opportunity Analysis
    • 9.6.2 Market Size and Forecast, by Region
  • 9.7 Others
    • 9.7.1 Key Market Trends & Opportunity Analysis
    • 9.7.2 Market Size and Forecast, by Region

10: Explainable 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 Deep Learning
    • 10.3.1 Key Market Trends & Opportunity Analysis
    • 10.3.2 Market Size and Forecast, by Region
  • 10.4 Natural Language Processing
    • 10.4.1 Key Market Trends & Opportunity Analysis
    • 10.4.2 Market Size and Forecast, by Region
  • 10.5 Computer Vision
    • 10.5.1 Key Market Trends & Opportunity Analysis
    • 10.5.2 Market Size and Forecast, by Region
  • 10.6 Others
    • 10.6.1 Key Market Trends & Opportunity Analysis
    • 10.6.2 Market Size and Forecast, by Region

11: Explainable AI Market, by Component

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

12: Explainable 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 Banking and Financial Services
    • 12.3.1 Key Market Trends & Opportunity Analysis
    • 12.3.2 Market Size and Forecast, by Region
  • 12.4 Automotive
    • 12.4.1 Key Market Trends & Opportunity Analysis
    • 12.4.2 Market Size and Forecast, by Region
  • 12.5 Retail
    • 12.5.1 Key Market Trends & Opportunity Analysis
    • 12.5.2 Market Size and Forecast, by Region
  • 12.6 Telecommunications
    • 12.6.1 Key Market Trends & Opportunity Analysis
    • 12.6.2 Market Size and Forecast, by Region
  • 12.7 Government
    • 12.7.1 Key Market Trends & Opportunity Analysis
    • 12.7.2 Market Size and Forecast, by Region
  • 12.8 Energy and Utilities
    • 12.8.1 Key Market Trends & Opportunity Analysis
    • 12.8.2 Market Size and Forecast, by Region
  • 12.9 Manufacturing
    • 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: Explainable AI Market, by Deployment

  • 13.1 Market Overview
  • 13.2 On-Premises
    • 13.2.1 Key Market Trends & Opportunity Analysis
    • 13.2.2 Market Size and Forecast, by Region
  • 13.3 Cloud
    • 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 Others
    • 13.5.1 Key Market Trends & Opportunity Analysis
    • 13.5.2 Market Size and Forecast, by Region

14: Explainable 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 Public Sector
    • 14.4.1 Key Market Trends & Opportunity Analysis
    • 14.4.2 Market Size and Forecast, by Region
  • 14.5 Others
    • 14.5.1 Key Market Trends & Opportunity Analysis
    • 14.5.2 Market Size and Forecast, by Region

15: Explainable AI Market, by Functionality

  • 15.1 Market Overview
  • 15.2 Interpretability
    • 15.2.1 Key Market Trends & Opportunity Analysis
    • 15.2.2 Market Size and Forecast, by Region
  • 15.3 Transparency
    • 15.3.1 Key Market Trends & Opportunity Analysis
    • 15.3.2 Market Size and Forecast, by Region
  • 15.4 Bias Detection
    • 15.4.1 Key Market Trends & Opportunity Analysis
    • 15.4.2 Market Size and Forecast, by Region
  • 15.5 Accountability
    • 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: Explainable 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 H2O.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 Fiddler AI
    • 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 DarwinAI
    • 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 Peltarion
    • 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 Seldon
    • 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 Kyndi
    • 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 Zest AI
    • 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 ExplainX
    • 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 Akkio
    • 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 TruEra
    • 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 Modzy
    • 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 Factmata
    • 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 LatticeFlow
    • 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 CausaLens
    • 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 Arize AI
    • 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