查看購物車
  • Simplified Chinese
  • English
封面
市場調查報告書
商品編碼
1901611

可解釋人工智慧市場－全球產業規模、佔有率、趨勢、機會和預測，按組件、部署方式、應用、最終用途、地區和競爭格局分類，2021-2031年預測

Explainable AI Market - Global Industry Size, Share, Trends, Opportunity, and Forecast, Segmented By Component, By Deployment, By Application, By End-use, By Region & Competition, 2021-2031F
出版日期: | 出版商: TechSci Research | 英文 180 Pages | 商品交期: 2-3個工作天內

價格

We offer 8 hour analyst time for an additional research. Please contact us for the details.

簡介目錄

全球可解釋人工智慧市場規模將從2025年的68.1億美元成長到2031年的190.4億美元，複合年成長率達18.69%。可解釋人工智慧（XAI）定義了一系列協定和方法，使用戶能夠理解和驗證機器學習演算法產生的輸出結果。

市場概覽
預測期 2027-2031
市場規模：2025年 68.1億美元
市場規模：2031年 190.4億美元
複合年成長率：2026-2031年 18.69%
成長最快的細分市場 雲
最大的市場 北美洲

主要市場促進因素

政府嚴格的監管和合規要求是推動全球可解釋人工智慧市場發展的主要催化劑。世界各國政府正在加強法律框架的實施，要求自動化決策過程透明化，以防止偏見並確保問責制。

主要市場挑戰

全球可解釋人工智慧市場面臨的主要挑戰在於預測準確性和模型可解釋性之間固有的權衡，這通常被稱為「黑箱」問題。隨著企業追求更高績效，他們經常部署複雜的深度學習模型，這些模型雖然準確率更高，但缺乏透明的邏輯。

主要市場趨勢

將可解釋性整合到 MLOps 和 LLMOps 工作流程中，標誌著市場發生了重大轉變，它將可解釋性從臨時分析轉變為部署管道中持續的嵌入式功能。企業越來越重視即時可觀測性，以管理大型語言模型 (LLM) 的運作複雜性，其中追蹤檢索上下文和驗證輸出對於維護可靠性至關重要。

目錄

第1章：產品概述

第2章：研究方法

第3章：執行概要

第4章：顧客之聲

第5章：全球可解釋人工智慧市場展望

  • 市場規模及預測
    • 按價值
  • 市佔率及預測
    • 按組件（解決方案、服務）
    • 依部署方式（雲端、本機部署）
    • 按應用領域（詐欺和異常檢測、藥物發現和診斷、預測性維護、供應鏈管理、身分和存取管理、其他）
    • 按最終用途分類（醫療保健、銀行、航太和保險、航空航太與國防、零售和電子商務、公共部門和公用事業、IT和電信、汽車、其他）
    • 按地區
    • 按公司（2025 年）
  • 市場地圖

第6章：北美可解釋人工智慧市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 北美洲：國家分析
    • 美國
    • 加拿大
    • 墨西哥

第7章：歐洲可解釋人工智慧市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 歐洲：國家分析
    • 德國
    • 法國
    • 英國
    • 義大利
    • 西班牙

第8章：亞太地區可解釋人工智慧市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 亞太地區：國家分析
    • 中國
    • 印度
    • 日本
    • 韓國
    • 澳洲

第9章：中東和非洲可解釋人工智慧市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 中東和非洲：國家分析
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 南非

第10章：南美洲可解釋人工智慧市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 南美洲：國家分析
    • 巴西
    • 哥倫比亞
    • 阿根廷

第11章：市場動態

  • 促進要素
  • 挑戰

第12章：市場趨勢與發展

  • 併購
  • 產品發布
  • 最新進展

第13章：全球可解釋人工智慧市場：SWOT分析

第14章：波特五力分析

  • 產業競爭
  • 新進入者的潛力
  • 供應商議價能力
  • 顧客的力量
  • 替代產品的威脅

第15章：競爭格局

  • International Business Machines Corporation
  • Microsoft Corporation
  • Google LLC
  • DataRobot Inc.
  • Amelia US LLC
  • Kyndi Inc.
  • Seldon Technologies Limited
  • Arthur.ai
  • Ditto.ai
  • NVIDIA Corporation

第16章：策略建議

第17章調查會社について,免責事項

簡介目錄
Product Code: 17009

The Global Explainable AI Market will grow from USD 6.81 Billion in 2025 to USD 19.04 Billion by 2031 at a 18.69% CAGR. Explainable AI (XAI) defines a set of protocols and methods that enable human users to comprehend and validate the outputs generated by machine learning algorithms.

Market Overview
Forecast Period2027-2031
Market Size 2025USD 6.81 Billion
Market Size 2031USD 19.04 Billion
CAGR 2026-203118.69%
Fastest Growing SegmentCloud
Largest MarketNorth America

Key Market Drivers

The implementation of stringent government regulations and compliance mandates acts as a primary catalyst for the Global Explainable AI Market. Governments worldwide are enforcing legal frameworks that require transparency in automated decision-making processes to prevent bias and ensure accountability. These legislative measures compel organizations to adopt explainable AI (XAI) solutions that can deconstruct complex model behaviors into interpretable audits for regulators.

Key Market Challenges

The primary challenge hampering the Global Explainable AI Market is the inherent trade-off between predictive accuracy and model interpretability, often described as the "black box" problem. As organizations strive for higher performance, they frequently deploy complex deep learning models that offer superior accuracy but lack transparent logic. This opacity creates substantial friction in regulated industries such as finance and healthcare, where stakeholders must validate decisions to meet strict compliance and liability standards.

Key Market Trends

Integration of Explainability into MLOps and LLMOps Workflows marks a pivotal shift in the market, moving interpretability from ad-hoc analysis to a continuous, embedded function within deployment pipelines. Enterprises are increasingly prioritizing real-time observability to manage the operational complexity of Large Language Models (LLMs), where tracing retrieval contexts and validating outputs are essential for maintaining reliability. This technical integration allows engineering teams to instantaneously diagnose hallucinations or drift, ensuring that model behavior aligns with intended logic during production scaling.

Key Market Players

  • International Business Machines Corporation
  • Microsoft Corporation
  • Google LLC
  • DataRobot Inc.
  • Amelia US LLC
  • Kyndi Inc.
  • Seldon Technologies Limited
  • Arthur.ai
  • Ditto.ai
  • NVIDIA Corporation

Report Scope:

In this report, the Global Explainable AI Market has been segmented into the following categories, in addition to the industry trends which have also been detailed below:

Explainable AI Market, By Component:

  • Solution
  • Services

Explainable AI Market, By Deployment:

  • Cloud
  • On-Premises

Explainable AI Market, By Application:

  • Fraud & Anomaly Detection
  • Drug Discovery & Diagnostics
  • Predictive Maintenance
  • Supply chain management
  • Identity and access management
  • Others

Explainable AI Market, By End-use:

  • Healthcare
  • BFSI
  • Aerospace & defense
  • Retail and e-commerce
  • Public sector & utilities
  • IT & telecommunication
  • Automotive
  • Others

Explainable AI Market, By Region:

  • North America
  • United States
  • Canada
  • Mexico
  • Europe
  • France
  • United Kingdom
  • Italy
  • Germany
  • Spain
  • Asia Pacific
  • China
  • India
  • Japan
  • Australia
  • South Korea
  • South America
  • Brazil
  • Argentina
  • Colombia
  • Middle East & Africa
  • South Africa
  • Saudi Arabia
  • UAE

Competitive Landscape

Company Profiles: Detailed analysis of the major companies present in the Global Explainable AI Market.

Available Customizations:

Global Explainable AI Market report with the given market data, TechSci Research offers customizations according to a company's specific needs. The following customization options are available for the report:

Company Information

  • Detailed analysis and profiling of additional market players (up to five).

Table of Contents

1. Product Overview

  • 1.1. Market Definition
  • 1.2. Scope of the Market
    • 1.2.1. Markets Covered
    • 1.2.2. Years Considered for Study
    • 1.2.3. Key Market Segmentations

2. Research Methodology

  • 2.1. Objective of the Study
  • 2.2. Baseline Methodology
  • 2.3. Key Industry Partners
  • 2.4. Major Association and Secondary Sources
  • 2.5. Forecasting Methodology
  • 2.6. Data Triangulation & Validation
  • 2.7. Assumptions and Limitations

3. Executive Summary

  • 3.1. Overview of the Market
  • 3.2. Overview of Key Market Segmentations
  • 3.3. Overview of Key Market Players
  • 3.4. Overview of Key Regions/Countries
  • 3.5. Overview of Market Drivers, Challenges, Trends

4. Voice of Customer

5. Global Explainable AI Market Outlook

  • 5.1. Market Size & Forecast
    • 5.1.1. By Value
  • 5.2. Market Share & Forecast
    • 5.2.1. By Component (Solution, Services)
    • 5.2.2. By Deployment (Cloud, On-Premises)
    • 5.2.3. By Application (Fraud & Anomaly Detection, Drug Discovery & Diagnostics, Predictive Maintenance, Supply chain management, Identity and access management, Others)
    • 5.2.4. By End-use (Healthcare, BFSI, Aerospace & defense, Retail and e-commerce, Public sector & utilities, IT & telecommunication, Automotive, Others)
    • 5.2.5. By Region
    • 5.2.6. By Company (2025)
  • 5.3. Market Map

6. North America Explainable AI Market Outlook

  • 6.1. Market Size & Forecast
    • 6.1.1. By Value
  • 6.2. Market Share & Forecast
    • 6.2.1. By Component
    • 6.2.2. By Deployment
    • 6.2.3. By Application
    • 6.2.4. By End-use
    • 6.2.5. By Country
  • 6.3. North America: Country Analysis
    • 6.3.1. United States Explainable AI Market Outlook
      • 6.3.1.1. Market Size & Forecast
        • 6.3.1.1.1. By Value
      • 6.3.1.2. Market Share & Forecast
        • 6.3.1.2.1. By Component
        • 6.3.1.2.2. By Deployment
        • 6.3.1.2.3. By Application
        • 6.3.1.2.4. By End-use
    • 6.3.2. Canada Explainable AI Market Outlook
      • 6.3.2.1. Market Size & Forecast
        • 6.3.2.1.1. By Value
      • 6.3.2.2. Market Share & Forecast
        • 6.3.2.2.1. By Component
        • 6.3.2.2.2. By Deployment
        • 6.3.2.2.3. By Application
        • 6.3.2.2.4. By End-use
    • 6.3.3. Mexico Explainable AI Market Outlook
      • 6.3.3.1. Market Size & Forecast
        • 6.3.3.1.1. By Value
      • 6.3.3.2. Market Share & Forecast
        • 6.3.3.2.1. By Component
        • 6.3.3.2.2. By Deployment
        • 6.3.3.2.3. By Application
        • 6.3.3.2.4. By End-use

7. Europe Explainable AI Market Outlook

  • 7.1. Market Size & Forecast
    • 7.1.1. By Value
  • 7.2. Market Share & Forecast
    • 7.2.1. By Component
    • 7.2.2. By Deployment
    • 7.2.3. By Application
    • 7.2.4. By End-use
    • 7.2.5. By Country
  • 7.3. Europe: Country Analysis
    • 7.3.1. Germany Explainable AI Market Outlook
      • 7.3.1.1. Market Size & Forecast
        • 7.3.1.1.1. By Value
      • 7.3.1.2. Market Share & Forecast
        • 7.3.1.2.1. By Component
        • 7.3.1.2.2. By Deployment
        • 7.3.1.2.3. By Application
        • 7.3.1.2.4. By End-use
    • 7.3.2. France Explainable AI Market Outlook
      • 7.3.2.1. Market Size & Forecast
        • 7.3.2.1.1. By Value
      • 7.3.2.2. Market Share & Forecast
        • 7.3.2.2.1. By Component
        • 7.3.2.2.2. By Deployment
        • 7.3.2.2.3. By Application
        • 7.3.2.2.4. By End-use
    • 7.3.3. United Kingdom Explainable AI Market Outlook
      • 7.3.3.1. Market Size & Forecast
        • 7.3.3.1.1. By Value
      • 7.3.3.2. Market Share & Forecast
        • 7.3.3.2.1. By Component
        • 7.3.3.2.2. By Deployment
        • 7.3.3.2.3. By Application
        • 7.3.3.2.4. By End-use
    • 7.3.4. Italy Explainable AI Market Outlook
      • 7.3.4.1. Market Size & Forecast
        • 7.3.4.1.1. By Value
      • 7.3.4.2. Market Share & Forecast
        • 7.3.4.2.1. By Component
        • 7.3.4.2.2. By Deployment
        • 7.3.4.2.3. By Application
        • 7.3.4.2.4. By End-use
    • 7.3.5. Spain Explainable AI Market Outlook
      • 7.3.5.1. Market Size & Forecast
        • 7.3.5.1.1. By Value
      • 7.3.5.2. Market Share & Forecast
        • 7.3.5.2.1. By Component
        • 7.3.5.2.2. By Deployment
        • 7.3.5.2.3. By Application
        • 7.3.5.2.4. By End-use

8. Asia Pacific Explainable AI Market Outlook

  • 8.1. Market Size & Forecast
    • 8.1.1. By Value
  • 8.2. Market Share & Forecast
    • 8.2.1. By Component
    • 8.2.2. By Deployment
    • 8.2.3. By Application
    • 8.2.4. By End-use
    • 8.2.5. By Country
  • 8.3. Asia Pacific: Country Analysis
    • 8.3.1. China Explainable AI Market Outlook
      • 8.3.1.1. Market Size & Forecast
        • 8.3.1.1.1. By Value
      • 8.3.1.2. Market Share & Forecast
        • 8.3.1.2.1. By Component
        • 8.3.1.2.2. By Deployment
        • 8.3.1.2.3. By Application
        • 8.3.1.2.4. By End-use
    • 8.3.2. India Explainable AI Market Outlook
      • 8.3.2.1. Market Size & Forecast
        • 8.3.2.1.1. By Value
      • 8.3.2.2. Market Share & Forecast
        • 8.3.2.2.1. By Component
        • 8.3.2.2.2. By Deployment
        • 8.3.2.2.3. By Application
        • 8.3.2.2.4. By End-use
    • 8.3.3. Japan Explainable AI Market Outlook
      • 8.3.3.1. Market Size & Forecast
        • 8.3.3.1.1. By Value
      • 8.3.3.2. Market Share & Forecast
        • 8.3.3.2.1. By Component
        • 8.3.3.2.2. By Deployment
        • 8.3.3.2.3. By Application
        • 8.3.3.2.4. By End-use
    • 8.3.4. South Korea Explainable AI Market Outlook
      • 8.3.4.1. Market Size & Forecast
        • 8.3.4.1.1. By Value
      • 8.3.4.2. Market Share & Forecast
        • 8.3.4.2.1. By Component
        • 8.3.4.2.2. By Deployment
        • 8.3.4.2.3. By Application
        • 8.3.4.2.4. By End-use
    • 8.3.5. Australia Explainable AI Market Outlook
      • 8.3.5.1. Market Size & Forecast
        • 8.3.5.1.1. By Value
      • 8.3.5.2. Market Share & Forecast
        • 8.3.5.2.1. By Component
        • 8.3.5.2.2. By Deployment
        • 8.3.5.2.3. By Application
        • 8.3.5.2.4. By End-use

9. Middle East & Africa Explainable AI Market Outlook

  • 9.1. Market Size & Forecast
    • 9.1.1. By Value
  • 9.2. Market Share & Forecast
    • 9.2.1. By Component
    • 9.2.2. By Deployment
    • 9.2.3. By Application
    • 9.2.4. By End-use
    • 9.2.5. By Country
  • 9.3. Middle East & Africa: Country Analysis
    • 9.3.1. Saudi Arabia Explainable AI Market Outlook
      • 9.3.1.1. Market Size & Forecast
        • 9.3.1.1.1. By Value
      • 9.3.1.2. Market Share & Forecast
        • 9.3.1.2.1. By Component
        • 9.3.1.2.2. By Deployment
        • 9.3.1.2.3. By Application
        • 9.3.1.2.4. By End-use
    • 9.3.2. UAE Explainable AI Market Outlook
      • 9.3.2.1. Market Size & Forecast
        • 9.3.2.1.1. By Value
      • 9.3.2.2. Market Share & Forecast
        • 9.3.2.2.1. By Component
        • 9.3.2.2.2. By Deployment
        • 9.3.2.2.3. By Application
        • 9.3.2.2.4. By End-use
    • 9.3.3. South Africa Explainable AI Market Outlook
      • 9.3.3.1. Market Size & Forecast
        • 9.3.3.1.1. By Value
      • 9.3.3.2. Market Share & Forecast
        • 9.3.3.2.1. By Component
        • 9.3.3.2.2. By Deployment
        • 9.3.3.2.3. By Application
        • 9.3.3.2.4. By End-use

10. South America Explainable AI Market Outlook

  • 10.1. Market Size & Forecast
    • 10.1.1. By Value
  • 10.2. Market Share & Forecast
    • 10.2.1. By Component
    • 10.2.2. By Deployment
    • 10.2.3. By Application
    • 10.2.4. By End-use
    • 10.2.5. By Country
  • 10.3. South America: Country Analysis
    • 10.3.1. Brazil Explainable AI Market Outlook
      • 10.3.1.1. Market Size & Forecast
        • 10.3.1.1.1. By Value
      • 10.3.1.2. Market Share & Forecast
        • 10.3.1.2.1. By Component
        • 10.3.1.2.2. By Deployment
        • 10.3.1.2.3. By Application
        • 10.3.1.2.4. By End-use
    • 10.3.2. Colombia Explainable AI Market Outlook
      • 10.3.2.1. Market Size & Forecast
        • 10.3.2.1.1. By Value
      • 10.3.2.2. Market Share & Forecast
        • 10.3.2.2.1. By Component
        • 10.3.2.2.2. By Deployment
        • 10.3.2.2.3. By Application
        • 10.3.2.2.4. By End-use
    • 10.3.3. Argentina Explainable AI Market Outlook
      • 10.3.3.1. Market Size & Forecast
        • 10.3.3.1.1. By Value
      • 10.3.3.2. Market Share & Forecast
        • 10.3.3.2.1. By Component
        • 10.3.3.2.2. By Deployment
        • 10.3.3.2.3. By Application
        • 10.3.3.2.4. By End-use

11. Market Dynamics

  • 11.1. Drivers
  • 11.2. Challenges

12. Market Trends & Developments

  • 12.1. Merger & Acquisition (If Any)
  • 12.2. Product Launches (If Any)
  • 12.3. Recent Developments

13. Global Explainable AI Market: SWOT Analysis

14. Porter's Five Forces Analysis

  • 14.1. Competition in the Industry
  • 14.2. Potential of New Entrants
  • 14.3. Power of Suppliers
  • 14.4. Power of Customers
  • 14.5. Threat of Substitute Products

15. Competitive Landscape

  • 15.1. International Business Machines Corporation
    • 15.1.1. Business Overview
    • 15.1.2. Products & Services
    • 15.1.3. Recent Developments
    • 15.1.4. Key Personnel
    • 15.1.5. SWOT Analysis
  • 15.2. Microsoft Corporation
  • 15.3. Google LLC
  • 15.4. DataRobot Inc.
  • 15.5. Amelia US LLC
  • 15.6. Kyndi Inc.
  • 15.7. Seldon Technologies Limited
  • 15.8. Arthur.ai
  • 15.9. Ditto.ai
  • 15.10. NVIDIA Corporation

16. Strategic Recommendations

17. About Us & Disclaimer