설명 가능한 AI 시장 예측 : 산업 규모, 점유율, 동향, 기회, 구성요소별, 도입 형태별, 용도별, 최종 용도별, 지역별, 경쟁 구도(2021-2031년)

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

US $ 4,500 ￦ 6,724,000

Unprintable PDF (Single User License)

PDF 보고서를 1명만 이용할 수 있는 라이선스입니다. 인쇄 불가능하며, 텍스트의 Copy&Paste도 불가능합니다.

US $ 5,500 ￦ 8,218,000

PDF and Excel (Multi-User License)

PDF 및 Excel 보고서를 기업의 팀이나 기관에서 이용할 수 있는 라이선스입니다. 인쇄 가능하며 인쇄물의 이용 범위는 PDF 및 Excel 이용 범위와 동일합니다.

US $ 8,000 ￦ 11,954,000

PDF and Excel (Custom Research License)

PDF 및 Excel 보고서를 동일 기업의 모든 분이 이용할 수 있는 라이선스입니다. 인쇄 가능하며 인쇄물의 이용 범위는 PDF 및 Excel 이용 범위와 동일합니다. 80시간의 애널리스트 타임이 포함되어 있고 Copy & Paste 가능한 PPT 버전도 제공됩니다. 짧은 Bespoke 리서치 프로젝트 수행에 맞는 라이선스입니다.

한글목차

세계의 설명 가능한 AI(XAI) 시장은 2025년 68억 1,000만 달러, 2031년까지 190억 4,000만 달러에 달하고, CAGR 18.69%로 성장할 것으로 예측됩니다.

설명 가능한 AI(XAI)는 머신러닝 알고리즘이 생성하는 출력을 인간 사용자가 이해하고 검증할 수 있는 일련의 프로토콜과 기법을 정의합니다.

시장 개요
예측 기간	2027-2031년
시장 규모 : 2025년	68억 1,000만 달러
시장 규모 : 2031년	190억 4,000만 달러
CAGR : 2026-2031년	18.69%
가장 빠르게 성장하는 부문	클라우드
가장 큰 시장	북미

주요 시장 성장 촉진요인

엄격한 정부 규제 및 컴플라이언스 요건의 구현은 세계의 설명 가능한 AI 시장의 주요 촉진요인으로 작용합니다. 세계 정부는 편향 방지와 책임성을 확보하고자 자동화된 의사결정 과정에서 투명성을 요구하는 법적 틀을 시행하고 있습니다.

주요 시장 과제

세계의 설명 가능한 AI 시장을 저해하는 주요 과제는 예측 정확도와 모델의 해석 가능성 사이에 내재된 트레이드오프이며, 이는 종종 '블랙박스' 문제로 설명됩니다. 조직이 더 높은 성능을 추구함에 따라 뛰어난 정확성을 제공하는 것, 투명한 로직이 부족한 복잡한 심층 학습 모델을 도입하는 경우가 많습니다.

주요 시장 동향

설명 가능성을 MLOps 및 LLMOps 워크플로우에 통합하는 것은 시장에서 중요한 전환점이며 해석 가능성을 애드혹 분석에서 배포 파이프라인에 통합된 지속적인 기능으로 전환합니다. 엔터프라이즈는 대규모 언어 모델(LLM)의 운영 복잡성을 관리하기 위해 실시간 가시성을 점점 더 우선시하고 있습니다. 여기서는 신뢰성을 유지하기 위해 검색 컨텍스트 추적 및 출력 검증이 필수적입니다.

목차

제1장 개요

제2장 조사 방법

제3장 주요 요약

제4장 고객의 목소리

제5장 세계의 설명 가능한 AI 시장 전망

• 시장 규모 및 예측
  • 금액별
• 시장 점유율 및 예측
  • 구성요소별(솔루션, 서비스)
  • 도입 형태별(클라우드, On-Premise)
  • 용도별(사기 및 이상 탐지, 신약 개발 및 진단, 예지 보전, 공급 체인 관리, ID 및 액세스 관리, 기타)
  • 최종 사용자별(의료, BFSI, 항공우주 및 방위, 소매 및 전자상거래, 공공 부문 및 유틸리티, IT 및 통신, 자동차, 기타)
  • 지역별
  • 기업별(2025)
• 시장 맵

제6장 북미의 설명 가능한 AI 시장 전망

• 시장 규모 및 예측
• 시장 점유율 및 예측
• 북미 : 국가별 분석
  • 미국
  • 캐나다
  • 멕시코

제7장 유럽의 설명 가능한 AI 시장 전망

• 시장 규모 및 예측
• 시장 점유율 및 예측
• 유럽 : 국가별 분석
  • 독일
  • 프랑스
  • 영국
  • 이탈리아
  • 스페인

제8장 아시아태평양의 설명 가능한 AI 시장 전망

• 시장 규모 및 예측
• 시장 점유율 및 예측
• 아시아태평양 : 국가별 분석
  • 중국
  • 인도
  • 일본
  • 한국
  • 호주

제9장 중동 및 아프리카의 설명 가능한 AI 시장 전망

• 시장 규모 및 예측
• 시장 점유율 및 예측
• 중동 및 아프리카 : 국가별 분석
  • 사우디아라비아
  • 아랍에미리트(UAE)
  • 남아프리카

제10장 남미의 설명 가능한 AI 시장 전망

• 시장 규모 및 예측
• 시장 점유율 및 예측
• 남미 : 국가별 분석
  • 브라질
  • 콜롬비아
  • 아르헨티나

제11장 시장 역학

• 성장 촉진요인
• 과제

제12장 시장 동향과 발전

• 합병 및 인수
• 제품 출시
• 최근 동향

제13장 세계의 설명 가능한 AI 시장 : SWOT 분석

제14장 Porter's Five Forces 분석

• 업계 내 경쟁
• 신규 진입의 가능성
• 공급자의 힘
• 고객의 힘
• 대체품의 위협

제15장 경쟁 구도

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

제16장 전략적 제안

제17장 기업 소개와 면책사항

SHW

영문 목차

영문목차

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 Period	2027-2031
Market Size 2025	USD 6.81 Billion
Market Size 2031	USD 19.04 Billion
CAGR 2026-2031	18.69%
Fastest Growing Segment	Cloud
Largest Market	North 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

관련자료