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市場調查報告書
商品編碼
1527019

全球可解釋人工智慧 2024-2031

Global Explainable AI 2024-2031
出版日期: | 出版商: Orion Market Research | 英文 159 Pages | 商品交期: 2-3個工作天內

價格

可解釋的人工智慧市場規模、佔有率和趨勢分析報告，按組件（解決方案和服務）、方法（與模型無關的方法和特定於模型的方法）、部署模式（雲端和本地）以及終端-用戶（醫療保健、BFSI、航太與國防、零售與電子商務、公共部門與公用事業、IT 與電信、汽車等）預測期間 (2024-2031)

在預測期內（2024-2031 年），可解釋人工智慧市場預計將以 20.9% 的複合年成長率成長。在人工智慧決策透明度的監管要求、人工智慧在不同行業的廣泛採用、技術進步和公眾意識不斷提高的推動下，解釋人工智慧（XAI）市場正在經歷大幅成長。人工智慧道德準則強調公平、問責和透明，這需要使用可解釋的人工智慧技術。 SHAP 和 LIME 等技術進步正在推動更多可解釋模型的開發，而 XAI 解決方案與現有系統的整合則有助於組織更輕鬆地採用和實施。

目錄

第 1 章：報告摘要

  • 目前行業分析及成長潛力展望
  • 研究方法和工具
  • 市場區隔
    • 按細分
    • 按地區

第 2 章：市場概述與見解

  • 報告範圍
  • 分析師見解和當前市場趨勢
    • 主要市場趨勢
    • 建議
    • 結論

第 3 章：競爭格局

  • 主要公司分析
  • Accenture PLC
    • 概述
    • 財務分析
    • SWOT分析
    • 最近的發展
  • IBM Corp.
    • 概述
    • 財務分析
    • SWOT分析
    • 最近的發展
  • Google LLC
    • 概述
    • 財務分析
    • SWOT分析
    • 最近的發展
  • 關鍵策略分析

第 4 章：市場細分

  • 按組件分類的全球可解釋人工智慧市場
    • 解決方案
    • 服務
  • 按方法分類的全球可解釋人工智慧市場
    • 與模型無關的方法
    • 特定於模型的方法
  • 按部署模式分類的全球可解釋人工智慧市場
    • 雲
    • 本地部署
  • 按最終用戶分類的全球可解釋人工智慧市場
    • 衛生保健
    • BFSI
    • 航太與國防
    • 零售及電子商務
    • 公共部門和公用事業
    • 資訊科技與電信
    • 汽車
    • 其他（政府和國防、電信）

第 5 章：區域分析

  • 北美洲
    • 美國
    • 加拿大
  • 歐洲
    • 英國
    • 德國
    • 義大利
    • 西班牙
    • 法國
    • 歐洲其他地區
  • 亞太
    • 中國
    • 印度
    • 日本
    • 韓國
    • 亞太其他地區
  • 世界其他地區
    • 拉丁美洲
    • 中東和非洲

第 6 章：公司簡介

  • Amelia US LLC
  • Arm Ltd.
  • BuildGroup
  • Cloud Software Group, Inc.
  • DataRobot, Inc.
  • FICO
  • Fiddler Labs, Inc.
  • H2O.ai, Inc.
  • HEAVY.AI Inc.
  • Interpretable AI LLC
  • Kinetica Db Ltd.
  • Kyndi
  • Microsoft Corp.
  • Rio ESG Ltd.
  • Seldon Technologies Ltd.
  • ZestFinance Inc.
Product Code: OMR2028747

Explainable AI Market Size, Share & Trends Analysis Report by Component (Solutions, and Services), by Methods (Model-Agnostic Methods, and Model-Specific Methods), by Deployment Mode (Cloud, and On-Premises), and by End-User (Healthcare, BFSI, Aerospace & Defense, Retail and E-commerce, Public Sector & Utilities, IT & Telecommunication, Automotive, and Others) Forecast Period (2024-2031)

Explainable AI market is anticipated to grow at a CAGR of 20.9% during the forecast period (2024-2031). The Explainable AI (XAI) market is experiencing substantial growth driven by the regulatory requirements for transparency in AI decision-making, the widespread adoption of AI in different industries, technological advancements, and increasing public awareness. Ethical AI guidelines emphasize fairness, accountability, and transparency, which necessitate the use of explainable AI techniques. Technological advancements like SHAP and LIME are driving the development of more interpretable models, while the integration of XAI solutions with existing systems facilitates easier adoption and implementation for organizations.

Market Dynamics

Increasing Adoption of AI Across Industries

The high AI adoption in telecommunications and network optimization driving XAI adoption owing to sector-specific demand for transparent, interpretable solutions. In February 2024, Ericsson launched Explainable AI in Cognitive Software to accelerate AI adoption in network optimization. The new capabilities enable a shorter time to value from AI-based solutions, improving efficiency in RAN optimization. The solutions rely on AI models trained on diverse global data sets and can be retrained locally for fast deployment.

The process of utilizing advanced AI technologies, such as generative AI and large language models, significantly enhances classification accuracy across various languages. Take leverage of these technologies, in September 2023, Temenos launched a secure Generative AI solution in banking, enabling banks to automatically classify customers' transactions. This solution provides personalized insights, enhances customer loyalty, and improves digital banking experiences. The solution uses Generative AI and large language models to understand various modalities, allowing banks to classify and label transactions with high accuracy in different languages.

Market Segmentation

  • Based on components, the market is segmented into solutions, and services.
  • Based on deployment mode, the market is segmented into clouds, and on-premises.
  • Based on methods, the market is segmented into model-agnostic methods and model-specific methods.
  • Based on end-user, the market is segmented into healthcare, BFSI, aerospace & defense, retail and e-commerce, public sector & utilities, IT & telecommunication, automotive, and others (government and defense, and telecommunications).

Cloud-based is Projected to Emerge as the Largest Segment

The high adoption of cloud-based XAI solutions due to their high scalability and cost-effectiveness is a key contributor to the high share of this market segment. Therefore, key players are focusing on offering cloud-based solutions to gain a high share of the global market. For instance, in April 2024, Neo4j partnered with Google Cloud to introduce new GraphRAG capabilities for GenAI applications, enabling developers to create knowledge graphs from unstructured data, analyze real-time data in seconds, and build GenAI applications powered by knowledge graphs on Google Cloud.

Retail and E-commerce Sub-segment to Hold a Considerable Market Share

In the retail & E-commerce sector, XAI is essential for ensuring transparent AI-driven decisions, promoting regulatory compliance, and creating consumer trust. In January 2023, Google Cloud introduced new AI tools for retailers, including a shelf-checking solution using Vertex AI Vision and machine learning capabilities for its Recommendations AI solution, which optimizes product ordering and recommendations on e-commerce pages based on product visual features. Such developments are further aiding the growth of this market segment.

Regional Outlook

The global explainable AI market is further segmented based on geography including North America (the US, and Canada), Europe (UK, Italy, Spain, Germany, France, and the Rest of Europe), Asia-Pacific (India, China, Japan, South Korea, and Rest of Asia-Pacific), and the Rest of the World (the Middle East & Africa, and Latin America).

Rapid Digitalization of Healthcare Records in Asia-Pacific Region

The rapid digitization of healthcare records is demanding the use of AI technologies to increase transparency has driven the adoption of XAI across the region. According to the National Center for Biotechnology Information, in March 2023, the Indian government successfully implemented the Unified Payments Interface (UPI) to enhance its digital public infrastructure. With 1.2 billion wireless connections, 600 million smartphone users, and 800 million internet connections, digitization has reached remote areas. Aadhaar's 90.0% penetration and integration with JAM and UPI have minimized government subsidy leakages, demonstrating India's proficiency in digital technology.

North America Holds Major Market Share

The high R&D for AI, high adoption of AI across several regional industries, and favorable government policies are key factors driving the regional XAI market. Increased federal investment serves as a driving force for innovation, enhancing higher exploration and advancements in AI R&D across the region. In January 2024, the National Security Commission proposed a federal spending target of $32.0 billion for non-defense AI R&D by Fiscal Year 2026, comparable to the current federal investment in biomedical research. To achieve this objective, federal funding for non-defense AI R&D should be increased to $8.0 billion and continue to double annually for the next three fiscal years. This increased funding would encourage innovation and scientific advancements by involving various stakeholders in the field and supporting the testing and evaluation of cutting-edge models.

Market Players Outlook

The major companies serving the explainable AI market include Accenture PLC, IBM Corp., Google LLC, Microsoft Corp., and SAS Institute Inc. The market players are increasingly focusing on business expansion and product development by applying strategies such as collaborations, mergers and acquisitions to stay competitive in the market. For instance, in March 2024, Apple acquired DarwinAI, an AI visual quality assurance startup that offers a patented Explainable AI platform for improving product quality and increasing production efficiency.

Table of Contents

1. Report Summary

  • Current Industry Analysis and Growth Potential Outlook
  • 1.1. Research Methods and Tools
  • 1.2. Market Breakdown
    • 1.2.1. By Segments
    • 1.2.2. By Region

2. Market Overview and Insights

  • 2.1. Scope of the Report
  • 2.2. Analyst Insight & Current Market Trends
    • 2.2.1. Key Market Trends
    • 2.2.2. Recommendations
    • 2.2.3. Conclusion

3. Competitive Landscape

  • 3.1. Key Company Analysis
  • 3.2. Accenture PLC
    • 3.2.1. Overview
    • 3.2.2. Financial Analysis
    • 3.2.3. SWOT Analysis
    • 3.2.4. Recent Developments
  • 3.3. IBM Corp.
    • 3.3.1. Overview
    • 3.3.2. Financial Analysis
    • 3.3.3. SWOT Analysis
    • 3.3.4. Recent Developments
  • 3.4. Google LLC
    • 3.4.1. Overview
    • 3.4.2. Financial Analysis
    • 3.4.3. SWOT Analysis
    • 3.4.4. Recent Developments
  • 3.5. Key Strategy Analysis

4. Market Segmentation

  • 4.1. Global Explainable AI Market by Component
    • 4.1.1. Solutions
    • 4.1.2. Services
  • 4.2. Global Explainable AI Market by Methods
    • 4.2.1. Model-Agnostic Methods
    • 4.2.2. Model-Specific Methods
  • 4.3. Global Explainable AI Market by Deployment Mode
    • 4.3.1. Cloud
    • 4.3.2. On-Premises
  • 4.4. Global Explainable AI Market by End-User
    • 4.4.1. Healthcare
    • 4.4.2. BFSI
    • 4.4.3. Aerospace & Defense
    • 4.4.4. Retail and E-commerce
    • 4.4.5. Public Sector & Utilities
    • 4.4.6. IT & Telecommunication
    • 4.4.7. Automotive
    • 4.4.8. Others (Government and Defense, and Telecommunications)

5. Regional Analysis

  • 5.1. North America
    • 5.1.1. United States
    • 5.1.2. Canada
  • 5.2. Europe
    • 5.2.1. UK
    • 5.2.2. Germany
    • 5.2.3. Italy
    • 5.2.4. Spain
    • 5.2.5. France
    • 5.2.6. Rest of Europe
  • 5.3. Asia-Pacific
    • 5.3.1. China
    • 5.3.2. India
    • 5.3.3. Japan
    • 5.3.4. South Korea
    • 5.3.5. Rest of Asia-Pacific
  • 5.4. Rest of the World
    • 5.4.1. Latin America
    • 5.4.2. Middle East and Africa

6. Company Profiles

  • 6.1. Amelia US LLC
  • 6.2. Arm Ltd.
  • 6.3. BuildGroup
  • 6.4. Cloud Software Group, Inc.
  • 6.5. DataRobot, Inc.
  • 6.6. FICO
  • 6.7. Fiddler Labs, Inc.
  • 6.8. H2O.ai, Inc.
  • 6.9. HEAVY.AI Inc.
  • 6.10. Interpretable AI LLC
  • 6.11. Kinetica Db Ltd.
  • 6.12. Kyndi
  • 6.13. Microsoft Corp.
  • 6.14. Rio ESG Ltd.
  • 6.15. Seldon Technologies Ltd.
  • 6.16. ZestFinance Inc.

LIST OF TABLES

  • 1. Global Explainable AI Market Research And Analysis By Component, 2023-2031 ($ Million)
  • 2. Global Explainable AI Solution Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 3. Global Explainable AI Services Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 4. Global Explainable AI Market Research And Analysis By Methods, 2023-2031 ($ Million)
  • 5. Global Model-Agnostic Based Explainable AI Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 6. Global Model-Specific Based Explainable AI Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 7. Global Explainable AI Market Research And Analysis By Deployment Mode, 2023-2031 ($ Million)
  • 8. Global Cloud-Based Explainable AI Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 9. Global On-Premises Based Explainable AI Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 10. Global Explainable AI Market Research And Analysis By End-User, 2023-2031 ($ Million)
  • 11. Global Enterprise AI In Healthcare Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 12. Global Explainable AI In BFSI Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 13. Global Explainable AI In Aerospace & Defense Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 14. Global Explainable AI In Retail And E-Commerce Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 15. Global Explainable AI In Public Sector & Utilities Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 16. Global Explainable AI In IT & Telecommunication Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 17. Global Explainable AI In Automotive Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 18. Global Explainable AI In Other End-User Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 19. Global Explainable AI Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 20. North American Explainable AI Market Research And Analysis By Country, 2023-2031 ($ Million)
  • 21. North American Explainable AI Market Research And Analysis By Component, 2023-2031 ($ Million)
  • 22. North American Explainable AI Market Research And Analysis By Method, 2023-2031 ($ Million)
  • 23. North American Explainable AI Market Research And Analysis By Deployment Mode, 2023-2031 ($ Million)
  • 24. North American Explainable AI Market Research And Analysis By End-User, 2023-2031 ($ Million)
  • 25. European Explainable AI Market Research And Analysis By Country, 2023-2031 ($ Million)
  • 26. European Explainable AI Market Research And Analysis By Component, 2023-2031 ($ Million)
  • 27. European Explainable AI Market Research And Analysis By Method, 2023-2031 ($ Million)
  • 28. European Explainable AI Market Research And Analysis By Deployment, 2023-2031 ($ Million)
  • 29. European Explainable AI Market Research And Analysis By End-User, 2023-2031 ($ Million)
  • 30. Asia-Pacific Explainable AI Market Research And Analysis By Country, 2023-2031 ($ Million)
  • 31. Asia-Pacific Explainable AI Market Research And Analysis By Component, 2023-2031 ($ Million)
  • 32. Asia-Pacific Explainable AI Market Research And Analysis By Method, 2023-2031 ($ Million)
  • 33. Asia-Pacific Explainable AI Market Research And Analysis By Deployment Mode, 2023-2031 ($ Million)
  • 34. Asia-Pacific Explainable AI Market Research And Analysis By End-User, 2023-2031 ($ Million)
  • 35. Rest Of The World Explainable AI Market Research And Analysis By Region, 2023-2031 ($ Million)
  • 36. Rest Of The World Explainable AI Market Research And Analysis By Component, 2023-2031 ($ Million)
  • 37. Rest Of The World Explainable AI Market Research And Analysis By Method, 2023-2031 ($ Million)
  • 38. Rest Of The World Explainable AI Market Research And Analysis By Deployment, 2023-2031 ($ Million)
  • 39. Rest Of The World Explainable AI Market Research And Analysis By End-User, 2023-2031 ($ Million)

LIST OF FIGURES

  • 1. Global Explainable AI Market Share By Component, 2023 Vs 2031 (%)
  • 2. Global Explainable AI Solution Market Share By Region, 2023 Vs 2031 (%)
  • 3. Global Explainable AI Services Market Share By Region, 2023 Vs 2031 (%)
  • 4. Global Explainable AI Market Share By Method, 2023 Vs 2031 (%)
  • 5. Global Model-Agnostic-Based Explainable AI Market Share By Region, 2023 Vs 2031 (%)
  • 6. Global Model-Specific-Based Explainable AI Market Share By Region, 2023 Vs 2031 (%)
  • 7. Global Explainable AI Market Share By Deployment Mode, 2023 Vs 2031 (%)
  • 8. Global Cloud-Based Explainable AI Market Share By Region, 2023 Vs 2031 (%)
  • 9. Global On-Premises Based Explainable AI Market Share By Region, 2023 Vs 2031 (%)
  • 10. Global Explainable AI Market Share By End-User, 2023 Vs 2031 (%)
  • 11. Global Explainable AI In Healthcare Market Share By Region, 2023 Vs 2031 (%)
  • 12. Global Explainable AI In BFSI Market Share By Region, 2023 Vs 2031 (%)
  • 13. Global Explainable AI In Aerospace & Defense Market Share By Region, 2023 Vs 2031 (%)
  • 14. Global Explainable AI In Retail And E-Commerce Market Share By Region, 2023 Vs 2031 (%)
  • 15. Global Explainable AI In Public Sector & Utilities Market Share By Region, 2023 Vs 2031 (%)
  • 16. Global Explainable AI In IT & Telecommunication Market Share By Region, 2023 Vs 2031 (%)
  • 17. Global Explainable AI In Automotive Market Share By Region, 2023 Vs 2031 (%)
  • 18. Global Explainable AI In Others End-User Market Share By Region, 2023 Vs 2031 (%)
  • 19. Global Explainable AI Market Share By Region, 2023 Vs 2031 (%)
  • 20. US Explainable AI Market Size, 2023-2031 ($ Million)
  • 21. Canada Explainable AI Market Size, 2023-2031 ($ Million)
  • 22. UK Explainable AI Market Size, 2023-2031 ($ Million)
  • 23. France Explainable AI Market Size, 2023-2031 ($ Million)
  • 24. Germany Explainable AI Market Size, 2023-2031 ($ Million)
  • 25. Italy Explainable AI Market Size, 2023-2031 ($ Million)
  • 26. Spain Explainable AI Market Size, 2023-2031 ($ Million)
  • 27. Rest Of Europe Explainable AI Market Size, 2023-2031 ($ Million)
  • 28. India Explainable AI Market Size, 2023-2031 ($ Million)
  • 29. China Explainable AI Market Size, 2023-2031 ($ Million)
  • 30. Japan Explainable AI Market Size, 2023-2031 ($ Million)
  • 31. South Korea Explainable AI Market Size, 2023-2031 ($ Million)
  • 32. Rest Of Asia-Pacific Explainable AI Market Size, 2023-2031 ($ Million)
  • 33. Latin America Explainable AI Market Size, 2023-2031 ($ Million)
  • 34. Middle East And Africa Explainable AI Market Size, 2023-2031 ($ Million)