2026-2030年全球人工智慧可解釋性和透明度市場

全球人工智慧可解釋性和透明度市場預計將從 2025 年到 2030 年成長至 102.71 億美元，預測期內複合年成長率為 16.6%。

這份關於全球人工智慧可解釋性和透明度市場的報告提供了全面的分析，包括市場規模和預測、趨勢、成長要素、挑戰以及涵蓋約 25 家供應商的供應商分析。

本報告對當前市場狀況、最新趨勢和促進因素以及整體市場環境進行了最新分析。推動該市場發展的因素包括：演算法課責和合規法律體制的不斷改進、企業對負責任人工智慧的承諾、社會信任的提升、國際合作以及標準化報告框架。

本研究客觀地結合了一手和二手訊息，包括主要行業相關人員的意見。報告內容涵蓋主要公司分析、全面的市場規模數據、區域細分分析以及供應商格局。報告還包含歷史數據和預測數據。

本研究指出，未來幾年，全球人工智慧可解釋性和透明度市場成長的關鍵促進因素之一是向自動化透明化和即時可觀測性的轉變。此外，硬體層面的透明化、開放生態系統的整合以及全球人工智慧管治和報告協議的標準化也將產生顯著的市場需求。

目錄

第1章：執行摘要

第2章 Technavio 分析

• 分析定價、生命週期、顧客購買籃子、採用率和購買標準。
• 輸入的重要性及差異化因素
• 干擾因素
• 促進因素和挑戰的影響

第3章 市場狀況

• 市場生態系統
• 市場特徵
• 價值鏈分析

第4章 市場規模

• 市場的定義
• 市場區隔分析
• 2025年市場規模
• 市場展望，2025-2030年

第5章 市場規模與表現

• 2020-2024年全球人工智慧可解釋性和透明度市場
• 按方法分類的細分市場分析，2020-2024 年
• 按部署方式分類的細分市場分析，2020-2024 年
• 基於應用領域的細分市場分析，2020-2024 年
• 2020-2024 年最終用戶細分市場分析
• 區域區隔市場分析，2020-2024 年
• 2020-2024年各國細分市場分析

第6章 定性分析

• 地緣政治衝突的影響：全球人工智慧可解釋性和透明度市場

第7章：五力分析

第8章 市場區隔：依方法

• 比較：依方法
• 特定型號
• 與模型無關
• 市場機會：依方法

第9章 市場區隔：依部署方式

• 比較：依部署方式
• 現場
• 雲
• 市場機會：依發展階段分類

第10章 市場區隔：依應用領域

• 比較：按應用
• 詐欺偵測
• 藥物發現與診斷
• 身分管理
• 其他
• 市場機會：依應用領域分類

第11章 市場區隔：依最終用戶分類

• 比較：按最終用戶
• BFSI
• 衛生保健
• 資訊科技/通訊
• 車
• 其他
• 市場機會：依最終用戶分類

第12章 客戶狀況

第13章 區域情勢

• 區域細分
• 區域比較
• 北美洲
  • 美國
  • 加拿大
  • 墨西哥
• 歐洲
  • 德國
  • 英國
  • 法國
  • 義大利
  • 西班牙
  • 俄羅斯
• 亞太地區
  • 中國
  • 日本
  • 印度
  • 韓國
  • 新加坡
  • 澳洲
• 南美洲
  • 巴西
  • 智利
  • 阿根廷
• 中東和非洲
  • UAE
  • 沙烏地阿拉伯
  • 以色列
  • 南非
  • 卡達
• 市場機會：按地區分類

第14章 促進因素、挑戰與機遇

• 市場促進因素
• 市場挑戰
• 促進因素和挑戰的影響
• 市場機遇

第15章 競爭格局

• 概述
• 競爭格局
• 混亂局面
• 產業風險

第16章 競爭分析

• 公司簡介
• 公司排名指標
• 企業市場定位
• Amazon Web Services Inc.
• Dataiku Inc.
• DataRobot Inc.
• Domino Data Lab Inc.
• Fair Isaac Corp.
• Google LLC
• H2O.ai Inc.
• IBM Corp.
• KNIME AG
• Microsoft Corp.
• Oracle Corp.
• RapidMiner Inc.
• SAP SE
• SAS Institute Inc.
• TIBCO Software Inc.

第17章附錄

The global ai explainability and transparency market is forecasted to grow by USD 10271 mn during 2025-2030, accelerating at a CAGR of 16.6% during the forecast period. The report on the global ai explainability and transparency market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by expansion of mandatory algorithmic accountability and compliance frameworks, corporate commitment to responsible ai and public trust, international cooperation and standardized reporting frameworks.

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market size data, segment with regional analysis and vendor landscape in addition to an analysis of the key companies. Reports have historic and forecast data.

Technavio's global ai explainability and transparency market is segmented as below:

By Method

• Model-specific
• Model-agnostic

By Deployment

• On-premises
• Cloud

By Application

• Fraud detection
• Drug discovery and diagnostics
• Identity management
• Others

By End-User

• BFSI
• Healthcare
• IT and telecom
• Automotive
• Others

Geography

• North America
  • US
  • Canada
  • Mexico
• Europe
  • Germany
  • UK
  • France
  • Italy
  • Spain
  • Russia
• APAC
  • China
  • Japan
  • India
  • South Korea
  • Singapore
  • Australia
• South America
  • Brazil
  • Chile
  • Argentina
• Middle East and Africa
  • UAE
  • South Africa
  • Qatar
• Rest of World (ROW)

This study identifies the transition toward automated transparency and real-time observability as one of the prime reasons driving the global ai explainability and transparency market growth during the next few years. Also, integration of hardware-level transparency and open ecosystems and standardization of global ai governance and reporting protocols will lead to sizable demand in the market.

The report on the global ai explainability and transparency market covers the following areas:

• Global ai explainability and transparency market sizing
• Global ai explainability and transparency market forecast
• Global ai explainability and transparency market industry analysis

The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading global ai explainability and transparency market vendors that include Amazon Web Services Inc., ArthurAI Inc., Dataiku Inc., DataRobot Inc., Domino Data Lab Inc., Fair Isaac Corp., Fiddler AI, Google LLC, H2O.ai Inc., Holistic AI Inc, IBM Corp., KNIME AG, Microsoft Corp., Oracle Corp., RapidMiner Inc., SAP SE, SAS Institute Inc., Seldon Technologies, TIBCO Software Inc., WhyLabs, Inc.. Also, the global ai explainability and transparency market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive primary and secondary research. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast accurate market growth.

Table of Contents

1 Executive Summary

• 1.1 Market overview
  • Executive Summary - Chart on Market Overview
  • Executive Summary - Data Table on Market Overview
  • Executive Summary - Chart on Global Market Characteristics
  • Executive Summary - Chart on Market by Geography
  • Executive Summary - Chart on Market Segmentation by Method
  • Executive Summary - Chart on Market Segmentation by Deployment
  • Executive Summary - Chart on Market Segmentation by Application
  • Executive Summary - Chart on Market Segmentation by End-user
  • Executive Summary - Chart on Incremental Growth
  • Executive Summary - Data Table on Incremental Growth
  • Executive Summary - Chart on Company Market Positioning

2 Technavio Analysis

• 2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
• 2.2 Criticality of inputs and Factors of differentiation
• 2.3 Factors of disruption
• 2.4 Impact of drivers and challenges

3 Market Landscape

• 3.1 Market ecosystem
• 3.2 Market characteristics
• 3.3 Value chain analysis

4 Market Sizing

• 4.1 Market definition
• 4.2 Market segment analysis
  • Market segments
• 4.3 Market size 2025
• 4.4 Market outlook: Forecast for 2025-2030

5 Historic Market Size

• 5.1 Global AI Explainability And Transparency Market 2020 - 2024
  • Historic Market Size - Data Table on Global AI Explainability And Transparency Market 2020 - 2024 ($ million)
• 5.2 Method segment analysis 2020 - 2024
  • Historic Market Size - Method Segment 2020 - 2024 ($ million)
• 5.3 Deployment segment analysis 2020 - 2024
  • Historic Market Size - Deployment Segment 2020 - 2024 ($ million)
• 5.4 Application segment analysis 2020 - 2024
  • Historic Market Size - Application Segment 2020 - 2024 ($ million)
• 5.5 End-user segment analysis 2020 - 2024
  • Historic Market Size - End-user Segment 2020 - 2024 ($ million)
• 5.6 Geography segment analysis 2020 - 2024
  • Historic Market Size - Geography Segment 2020 - 2024 ($ million)
• 5.7 Country segment analysis 2020 - 2024
  • Historic Market Size - Country Segment 2020 - 2024 ($ million)

6 Qualitative Analysis

• 6.1 Impact of Geopolitical conflict on Global AI Explainability and Transparency Market

7 Five Forces Analysis

• 7.1 Five forces summary
  • Five forces analysis - Comparison between 2025 and 2030
• 7.2 Bargaining power of buyers
  • Bargaining power of buyers - Impact of key factors 2025 and 2030
• 7.3 Bargaining power of suppliers
  • Bargaining power of suppliers - Impact of key factors in 2025 and 2030
• 7.4 Threat of new entrants
  • Threat of new entrants - Impact of key factors in 2025 and 2030
• 7.5 Threat of substitutes
  • Threat of substitutes - Impact of key factors in 2025 and 2030
• 7.6 Threat of rivalry
  • Threat of rivalry - Impact of key factors in 2025 and 2030
• 7.7 Market condition

8 Market Segmentation by Method

• 8.1 Market segments
• 8.2 Comparison by Method
• 8.3 Model-specific - Market size and forecast 2025-2030
• 8.4 Model-agnostic - Market size and forecast 2025-2030
• 8.5 Market opportunity by Method
  • Market opportunity by Method ($ million)

9 Market Segmentation by Deployment

• 9.1 Market segments
• 9.2 Comparison by Deployment
• 9.3 On-premises - Market size and forecast 2025-2030
• 9.4 Cloud - Market size and forecast 2025-2030
• 9.5 Market opportunity by Deployment
  • Market opportunity by Deployment ($ million)

10 Market Segmentation by Application

• 10.1 Market segments
• 10.2 Comparison by Application
• 10.3 Fraud detection - Market size and forecast 2025-2030
• 10.4 Drug discovery and diagnostics - Market size and forecast 2025-2030
• 10.5 Identity management - Market size and forecast 2025-2030
• 10.6 Others - Market size and forecast 2025-2030
• 10.7 Market opportunity by Application
  • Market opportunity by Application ($ million)

11 Market Segmentation by End-user

• 11.1 Market segments
• 11.2 Comparison by End-user
• 11.3 BFSI - Market size and forecast 2025-2030
• 11.4 Healthcare - Market size and forecast 2025-2030
• 11.5 IT and telecom - Market size and forecast 2025-2030
• 11.6 Automotive - Market size and forecast 2025-2030
• 11.7 Others - Market size and forecast 2025-2030
• 11.8 Market opportunity by End-user
  • Market opportunity by End-user ($ million)

12 Customer Landscape

• 12.1 Customer landscape overview
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

13 Geographic Landscape

• 13.1 Geographic segmentation
• 13.2 Geographic comparison
• 13.3 North America - Market size and forecast 2025-2030
  • 13.3.1 US - Market size and forecast 2025-2030
  • 13.3.2 Canada - Market size and forecast 2025-2030
  • 13.3.3 Mexico - Market size and forecast 2025-2030
• 13.4 Europe - Market size and forecast 2025-2030
  • 13.4.1 Germany - Market size and forecast 2025-2030
  • 13.4.2 UK - Market size and forecast 2025-2030
  • 13.4.3 France - Market size and forecast 2025-2030
  • 13.4.4 Italy - Market size and forecast 2025-2030
  • 13.4.5 Spain - Market size and forecast 2025-2030
  • 13.4.6 Russia - Market size and forecast 2025-2030
• 13.5 APAC - Market size and forecast 2025-2030
  • 13.5.1 China - Market size and forecast 2025-2030
  • 13.5.2 Japan - Market size and forecast 2025-2030
  • 13.5.3 India - Market size and forecast 2025-2030
  • 13.5.4 South Korea - Market size and forecast 2025-2030
  • 13.5.5 Singapore - Market size and forecast 2025-2030
  • 13.5.6 Australia - Market size and forecast 2025-2030
• 13.6 South America - Market size and forecast 2025-2030
  • 13.6.1 Brazil - Market size and forecast 2025-2030
  • 13.6.2 Chile - Market size and forecast 2025-2030
  • 13.6.3 Argentina - Market size and forecast 2025-2030
• 13.7 Middle East and Africa - Market size and forecast 2025-2030
  • 13.7.1 UAE - Market size and forecast 2025-2030
  • 13.7.2 Saudi Arabia - Market size and forecast 2025-2030
  • 13.7.3 Israel - Market size and forecast 2025-2030
  • 13.7.4 South Africa - Market size and forecast 2025-2030
  • 13.7.5 Qatar - Market size and forecast 2025-2030
• 13.8 Market opportunity by geography
  • Market opportunity by geography ($ million)
  • Data Tables on Market opportunity by geography ($ million)

14 Drivers, Challenges, and Opportunity

• 14.1 Market drivers
  • Expansion of mandatory algorithmic accountability and compliance frameworks
  • Corporate commitment to responsible AI and public trust
  • International cooperation and standardized reporting frameworks
• 14.2 Market challenges
  • Technical complexity of agentic and multimodal architectures
  • Global regulatory fragmentation and compliance ambiguity
  • Data governance debt and privacy-explainability trade-offs
• 14.3 Impact of drivers and challenges
  • Impact of drivers and challenges in 2025 and 2030
• 14.4 Market opportunities
  • Transition toward automated transparency and real-time observability
  • Integration of hardware-level transparency and open ecosystems
  • Standardization of global AI governance and reporting protocols

15 Competitive Landscape

• 15.1 Overview
• 15.2 Competitive Landscape
  • Overview on criticality of inputs and factors of differentiation
• 15.3 Landscape disruption
  • Overview on factors of disruption
• 15.4 Industry risks
  • Impact of key risks on business

16 Competitive Analysis

• 16.1 Companies profiled
  • Companies covered
• 16.2 Company ranking index
  • Company ranking index
• 16.3 Market positioning of companies
  • Matrix on companies position and classification
• 16.4 Amazon Web Services Inc.
  • Amazon Web Services Inc. - Overview
  • Amazon Web Services Inc. - Product / Service
  • Amazon Web Services Inc. - Key offerings
  • SWOT
• 16.5 Dataiku Inc.
  • Dataiku Inc. - Overview
  • Dataiku Inc. - Product / Service
  • Dataiku Inc. - Key offerings
  • SWOT
• 16.6 DataRobot Inc.
  • DataRobot Inc. - Overview
  • DataRobot Inc. - Product / Service
  • DataRobot Inc. - Key offerings
  • SWOT
• 16.7 Domino Data Lab Inc.
  • Domino Data Lab Inc. - Overview
  • Domino Data Lab Inc. - Product / Service
  • Domino Data Lab Inc. - Key offerings
  • SWOT
• 16.8 Fair Isaac Corp.
  • Fair Isaac Corp. - Overview
  • Fair Isaac Corp. - Business segments
  • Fair Isaac Corp. - Key news
  • Fair Isaac Corp. - Key offerings
  • Fair Isaac Corp. - Segment focus
  • SWOT
• 16.9 Google LLC
  • Google LLC - Overview
  • Google LLC - Product / Service
  • Google LLC - Key offerings
  • SWOT
• 16.10 H2O.ai Inc.
  • H2O.ai Inc. - Overview
  • H2O.ai Inc. - Product / Service
  • H2O.ai Inc. - Key offerings
  • SWOT
• 16.11 IBM Corp.
  • IBM Corp. - Overview
  • IBM Corp. - Business segments
  • IBM Corp. - Key news
  • IBM Corp. - Key offerings
  • IBM Corp. - Segment focus
  • SWOT
• 16.12 KNIME AG
  • KNIME AG - Overview
  • KNIME AG - Product / Service
  • KNIME AG - Key offerings
  • SWOT
• 16.13 Microsoft Corp.
  • Microsoft Corp. - Overview
  • Microsoft Corp. - Business segments
  • Microsoft Corp. - Key news
  • Microsoft Corp. - Key offerings
  • Microsoft Corp. - Segment focus
  • SWOT
• 16.14 Oracle Corp.
  • Oracle Corp. - Overview
  • Oracle Corp. - Business segments
  • Oracle Corp. - Key news
  • Oracle Corp. - Key offerings
  • Oracle Corp. - Segment focus
  • SWOT
• 16.15 RapidMiner Inc.
  • RapidMiner Inc. - Overview
  • RapidMiner Inc. - Product / Service
  • RapidMiner Inc. - Key offerings
  • SWOT
• 16.16 SAP SE
  • SAP SE - Overview
  • SAP SE - Business segments
  • SAP SE - Key news
  • SAP SE - Key offerings
  • SAP SE - Segment focus
  • SWOT
• 16.17 SAS Institute Inc.
  • SAS Institute Inc. - Overview
  • SAS Institute Inc. - Product / Service
  • SAS Institute Inc. - Key offerings
  • SWOT
• 16.18 TIBCO Software Inc.
  • TIBCO Software Inc. - Overview
  • TIBCO Software Inc. - Product / Service
  • TIBCO Software Inc. - Key offerings
  • SWOT

17 Appendix

• 17.1 Scope of the report
  • Market definition
  • Objectives
  • Notes and caveats
• 17.2 Inclusions and exclusions checklist
  • Inclusions checklist
  • Exclusions checklist
• 17.3 Currency conversion rates for US$
  • Currency conversion rates for US$
• 17.4 Research methodology
  • Research methodology
• 17.5 Data procurement
  • Information sources
• 17.6 Data validation
  • Data validation
• 17.7 Validation techniques employed for market sizing
  • Validation techniques employed for market sizing
• 17.8 Data synthesis
  • Data synthesis
• 17.9 360 degree market analysis
  • 360 degree market analysis
• 17.10 List of abbreviations
  • List of abbreviations