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The global ai explainability and transparency market is forecasted to grow by USD 10.27 billion 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.Speak directly to the analyst to clarify any post sales queries you may have.
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.
The 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
By 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)
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 report 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 Market 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
- Chart on Overview on criticality of inputs and factors of differentiation
- Chart on Overview on factors of disruption
- Chart on Impact of drivers and challenges in 2025 and 2030
3 Market Landscape
3.1 Market ecosystem
- Chart on Parent Market
- Data Table on - Parent Market
- Chart on Market characteristics analysis
- Chart on Value chain analysis
4 Market Sizing
4.1 Market definition
4.4 Market outlook: Forecast for 2025-2030
- Data Table on Offerings of companies included in the market definition
- Market segments
4.4 Market outlook: Forecast for 2025-2030
- Chart on Global - Market size and forecast 2025-2030 ($ million)
- Data Table on Global - Market size and forecast 2025-2030 ($ million)
- Chart on Global Market: Year-over-year growth 2025-2030 (%)
- Data Table on Global Market: Year-over-year growth 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)
- Historic Market Size - Method Segment 2020 - 2024 ($ million)
- Historic Market Size - Deployment Segment 2020 - 2024 ($ million)
- Historic Market Size - Application Segment 2020 - 2024 ($ million)
- Historic Market Size - End-user Segment 2020 - 2024 ($ million)
- Historic Market Size - Geography Segment 2020 - 2024 ($ million)
- 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
- Bargaining power of buyers - Impact of key factors 2025 and 2030
- Bargaining power of suppliers - Impact of key factors in 2025 and 2030
- Threat of new entrants - Impact of key factors in 2025 and 2030
- Threat of substitutes - Impact of key factors in 2025 and 2030
- Threat of rivalry - Impact of key factors in 2025 and 2030
- Chart on Market condition - Five forces 2025 and 2030
8 Market Segmentation by Method
8.1 Market segments
- Chart on Method - Market share 2025-2030 (%)
- Data Table on Method - Market share 2025-2030 (%)
- Chart on Comparison by Method
- Data Table on Comparison by Method
- Chart on Model-specific - Market size and forecast 2025-2030 ($ million)
- Data Table on Model-specific - Market size and forecast 2025-2030 ($ million)
- Chart on Model-specific - Year-over-year growth 2025-2030 (%)
- Data Table on Model-specific - Year-over-year growth 2025-2030 (%)
- Chart on Model-agnostic - Market size and forecast 2025-2030 ($ million)
- Data Table on Model-agnostic - Market size and forecast 2025-2030 ($ million)
- Chart on Model-agnostic - Year-over-year growth 2025-2030 (%)
- Data Table on Model-agnostic - Year-over-year growth 2025-2030 (%)
- Market opportunity by Method ($ million)
- Data Table on Market opportunity by Method ($ million)
9 Market Segmentation by Deployment
9.1 Market segments
- Chart on Deployment - Market share 2025-2030 (%)
- Data Table on Deployment - Market share 2025-2030 (%)
- Chart on Comparison by Deployment
- Data Table on Comparison by Deployment
- Chart on On-premises - Market size and forecast 2025-2030 ($ million)
- Data Table on On-premises - Market size and forecast 2025-2030 ($ million)
- Chart on On-premises - Year-over-year growth 2025-2030 (%)
- Data Table on On-premises - Year-over-year growth 2025-2030 (%)
- Chart on Cloud - Market size and forecast 2025-2030 ($ million)
- Data Table on Cloud - Market size and forecast 2025-2030 ($ million)
- Chart on Cloud - Year-over-year growth 2025-2030 (%)
- Data Table on Cloud - Year-over-year growth 2025-2030 (%)
- Market opportunity by Deployment ($ million)
- Data Table on Market opportunity by Deployment ($ million)
10 Market Segmentation by Application
10.1 Market segments
- Chart on Application - Market share 2025-2030 (%)
- Data Table on Application - Market share 2025-2030 (%)
- Chart on Comparison by Application
- Data Table on Comparison by Application
- Chart on Fraud detection - Market size and forecast 2025-2030 ($ million)
- Data Table on Fraud detection - Market size and forecast 2025-2030 ($ million)
- Chart on Fraud detection - Year-over-year growth 2025-2030 (%)
- Data Table on Fraud detection - Year-over-year growth 2025-2030 (%)
- Chart on Drug discovery and diagnostics - Market size and forecast 2025-2030 ($ million)
- Data Table on Drug discovery and diagnostics - Market size and forecast 2025-2030 ($ million)
- Chart on Drug discovery and diagnostics - Year-over-year growth 2025-2030 (%)
- Data Table on Drug discovery and diagnostics - Year-over-year growth 2025-2030 (%)
- Chart on Identity management - Market size and forecast 2025-2030 ($ million)
- Data Table on Identity management - Market size and forecast 2025-2030 ($ million)
- Chart on Identity management - Year-over-year growth 2025-2030 (%)
- Data Table on Identity management - Year-over-year growth 2025-2030 (%)
- Chart on Others - Market size and forecast 2025-2030 ($ million)
- Data Table on Others - Market size and forecast 2025-2030 ($ million)
- Chart on Others - Year-over-year growth 2025-2030 (%)
- Data Table on Others - Year-over-year growth 2025-2030 (%)
- Market opportunity by Application ($ million)
- Data Table on Market opportunity by Application ($ million)
11 Market Segmentation by End-user
11.1 Market segments
- Chart on End-user - Market share 2025-2030 (%)
- Data Table on End-user - Market share 2025-2030 (%)
- Chart on Comparison by End-user
- Data Table on Comparison by End-user
- Chart on BFSI - Market size and forecast 2025-2030 ($ million)
- Data Table on BFSI - Market size and forecast 2025-2030 ($ million)
- Chart on BFSI - Year-over-year growth 2025-2030 (%)
- Data Table on BFSI - Year-over-year growth 2025-2030 (%)
- Chart on Healthcare - Market size and forecast 2025-2030 ($ million)
- Data Table on Healthcare - Market size and forecast 2025-2030 ($ million)
- Chart on Healthcare - Year-over-year growth 2025-2030 (%)
- Data Table on Healthcare - Year-over-year growth 2025-2030 (%)
- Chart on IT and telecom - Market size and forecast 2025-2030 ($ million)
- Data Table on IT and telecom - Market size and forecast 2025-2030 ($ million)
- Chart on IT and telecom - Year-over-year growth 2025-2030 (%)
- Data Table on IT and telecom - Year-over-year growth 2025-2030 (%)
- Chart on Automotive - Market size and forecast 2025-2030 ($ million)
- Data Table on Automotive - Market size and forecast 2025-2030 ($ million)
- Chart on Automotive - Year-over-year growth 2025-2030 (%)
- Data Table on Automotive - Year-over-year growth 2025-2030 (%)
- Chart on Others - Market size and forecast 2025-2030 ($ million)
- Data Table on Others - Market size and forecast 2025-2030 ($ million)
- Chart on Others - Year-over-year growth 2025-2030 (%)
- Data Table on Others - Year-over-year growth 2025-2030 (%)
- Market opportunity by End-user ($ million)
- Data Table on 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
- Chart on Market share by geography 2025-2030 (%)
- Data Table on Market share by geography 2025-2030 (%)
- Chart on Geographic comparison
- Data Table on Geographic comparison
- Chart on North America - Market size and forecast 2025-2030 ($ million)
- Data Table on North America - Market size and forecast 2025-2030 ($ million)
- Chart on North America - Year-over-year growth 2025-2030 (%)
- Data Table on North America - Year-over-year growth 2025-2030 (%)
- Chart on Regional Comparison - North America
- Data Table on Regional Comparison - North America
- Chart on US - Market size and forecast 2025-2030 ($ million)
- Data Table on US - Market size and forecast 2025-2030 ($ million)
- Chart on US - Year-over-year growth 2025-2030 (%)
- Data Table on US - Year-over-year growth 2025-2030 (%)
- Chart on Canada - Market size and forecast 2025-2030 ($ million)
- Data Table on Canada - Market size and forecast 2025-2030 ($ million)
- Chart on Canada - Year-over-year growth 2025-2030 (%)
- Data Table on Canada - Year-over-year growth 2025-2030 (%)
- Chart on Mexico - Market size and forecast 2025-2030 ($ million)
- Data Table on Mexico - Market size and forecast 2025-2030 ($ million)
- Chart on Mexico - Year-over-year growth 2025-2030 (%)
- Data Table on Mexico - Year-over-year growth 2025-2030 (%)
- Chart on Europe - Market size and forecast 2025-2030 ($ million)
- Data Table on Europe - Market size and forecast 2025-2030 ($ million)
- Chart on Europe - Year-over-year growth 2025-2030 (%)
- Data Table on Europe - Year-over-year growth 2025-2030 (%)
- Chart on Regional Comparison - Europe
- Data Table on Regional Comparison - Europe
- Chart on Germany - Market size and forecast 2025-2030 ($ million)
- Data Table on Germany - Market size and forecast 2025-2030 ($ million)
- Chart on Germany - Year-over-year growth 2025-2030 (%)
- Data Table on Germany - Year-over-year growth 2025-2030 (%)
- Chart on UK - Market size and forecast 2025-2030 ($ million)
- Data Table on UK - Market size and forecast 2025-2030 ($ million)
- Chart on UK - Year-over-year growth 2025-2030 (%)
- Data Table on UK - Year-over-year growth 2025-2030 (%)
- Chart on France - Market size and forecast 2025-2030 ($ million)
- Data Table on France - Market size and forecast 2025-2030 ($ million)
- Chart on France - Year-over-year growth 2025-2030 (%)
- Data Table on France - Year-over-year growth 2025-2030 (%)
- Chart on Italy - Market size and forecast 2025-2030 ($ million)
- Data Table on Italy - Market size and forecast 2025-2030 ($ million)
- Chart on Italy - Year-over-year growth 2025-2030 (%)
- Data Table on Italy - Year-over-year growth 2025-2030 (%)
- Chart on Spain - Market size and forecast 2025-2030 ($ million)
- Data Table on Spain - Market size and forecast 2025-2030 ($ million)
- Chart on Spain - Year-over-year growth 2025-2030 (%)
- Data Table on Spain - Year-over-year growth 2025-2030 (%)
- Chart on Russia - Market size and forecast 2025-2030 ($ million)
- Data Table on Russia - Market size and forecast 2025-2030 ($ million)
- Chart on Russia - Year-over-year growth 2025-2030 (%)
- Data Table on Russia - Year-over-year growth 2025-2030 (%)
- Chart on APAC - Market size and forecast 2025-2030 ($ million)
- Data Table on APAC - Market size and forecast 2025-2030 ($ million)
- Chart on APAC - Year-over-year growth 2025-2030 (%)
- Data Table on APAC - Year-over-year growth 2025-2030 (%)
- Chart on Regional Comparison - APAC
- Data Table on Regional Comparison - APAC
- Chart on China - Market size and forecast 2025-2030 ($ million)
- Data Table on China - Market size and forecast 2025-2030 ($ million)
- Chart on China - Year-over-year growth 2025-2030 (%)
- Data Table on China - Year-over-year growth 2025-2030 (%)
- Chart on Japan - Market size and forecast 2025-2030 ($ million)
- Data Table on Japan - Market size and forecast 2025-2030 ($ million)
- Chart on Japan - Year-over-year growth 2025-2030 (%)
- Data Table on Japan - Year-over-year growth 2025-2030 (%)
- Chart on India - Market size and forecast 2025-2030 ($ million)
- Data Table on India - Market size and forecast 2025-2030 ($ million)
- Chart on India - Year-over-year growth 2025-2030 (%)
- Data Table on India - Year-over-year growth 2025-2030 (%)
- Chart on South Korea - Market size and forecast 2025-2030 ($ million)
- Data Table on South Korea - Market size and forecast 2025-2030 ($ million)
- Chart on South Korea - Year-over-year growth 2025-2030 (%)
- Data Table on South Korea - Year-over-year growth 2025-2030 (%)
- Chart on Singapore - Market size and forecast 2025-2030 ($ million)
- Data Table on Singapore - Market size and forecast 2025-2030 ($ million)
- Chart on Singapore - Year-over-year growth 2025-2030 (%)
- Data Table on Singapore - Year-over-year growth 2025-2030 (%)
- Chart on Australia - Market size and forecast 2025-2030 ($ million)
- Data Table on Australia - Market size and forecast 2025-2030 ($ million)
- Chart on Australia - Year-over-year growth 2025-2030 (%)
- Data Table on Australia - Year-over-year growth 2025-2030 (%)
- Chart on South America - Market size and forecast 2025-2030 ($ million)
- Data Table on South America - Market size and forecast 2025-2030 ($ million)
- Chart on South America - Year-over-year growth 2025-2030 (%)
- Data Table on South America - Year-over-year growth 2025-2030 (%)
- Chart on Regional Comparison - South America
- Data Table on Regional Comparison - South America
- Chart on Brazil - Market size and forecast 2025-2030 ($ million)
- Data Table on Brazil - Market size and forecast 2025-2030 ($ million)
- Chart on Brazil - Year-over-year growth 2025-2030 (%)
- Data Table on Brazil - Year-over-year growth 2025-2030 (%)
- Chart on Chile - Market size and forecast 2025-2030 ($ million)
- Data Table on Chile - Market size and forecast 2025-2030 ($ million)
- Chart on Chile - Year-over-year growth 2025-2030 (%)
- Data Table on Chile - Year-over-year growth 2025-2030 (%)
- Chart on Argentina - Market size and forecast 2025-2030 ($ million)
- Data Table on Argentina - Market size and forecast 2025-2030 ($ million)
- Chart on Argentina - Year-over-year growth 2025-2030 (%)
- Data Table on Argentina - Year-over-year growth 2025-2030 (%)
- Chart on Middle East and Africa - Market size and forecast 2025-2030 ($ million)
- Data Table on Middle East and Africa - Market size and forecast 2025-2030 ($ million)
- Chart on Middle East and Africa - Year-over-year growth 2025-2030 (%)
- Data Table on Middle East and Africa - Year-over-year growth 2025-2030 (%)
- Chart on Regional Comparison - Middle East and Africa
- Data Table on Regional Comparison - Middle East and Africa
- Chart on UAE - Market size and forecast 2025-2030 ($ million)
- Data Table on UAE - Market size and forecast 2025-2030 ($ million)
- Chart on UAE - Year-over-year growth 2025-2030 (%)
- Data Table on UAE - Year-over-year growth 2025-2030 (%)
- Chart on Saudi Arabia - Market size and forecast 2025-2030 ($ million)
- Data Table on Saudi Arabia - Market size and forecast 2025-2030 ($ million)
- Chart on Saudi Arabia - Year-over-year growth 2025-2030 (%)
- Data Table on Saudi Arabia - Year-over-year growth 2025-2030 (%)
- Chart on Israel - Market size and forecast 2025-2030 ($ million)
- Data Table on Israel - Market size and forecast 2025-2030 ($ million)
- Chart on Israel - Year-over-year growth 2025-2030 (%)
- Data Table on Israel - Year-over-year growth 2025-2030 (%)
- Chart on South Africa - Market size and forecast 2025-2030 ($ million)
- Data Table on South Africa - Market size and forecast 2025-2030 ($ million)
- Chart on South Africa - Year-over-year growth 2025-2030 (%)
- Data Table on South Africa - Year-over-year growth 2025-2030 (%)
- Chart on Qatar - Market size and forecast 2025-2030 ($ million)
- Data Table on Qatar - Market size and forecast 2025-2030 ($ million)
- Chart on Qatar - Year-over-year growth 2025-2030 (%)
- Data Table on Qatar - Year-over-year growth 2025-2030 (%)
- 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
- Technical complexity of agentic and multimodal architectures
- Global regulatory fragmentation and compliance ambiguity
- Data governance debt and privacy-explainability trade-offs
- Impact of drivers and challenges in 2025 and 2030
- 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
15.2 Competitive Landscape
- Overview on criticality of inputs and factors of differentiation
- Overview on factors of disruption
- Impact of key risks on business
16 Competitive Analysis
16.1 Companies profiled
- Companies covered
- Company ranking index
- Matrix on companies position and classification
- Amazon Web Services Inc. - Overview
- Amazon Web Services Inc. - Product / Service
- Amazon Web Services Inc. - Key offerings
- SWOT
- Dataiku Inc. - Overview
- Dataiku Inc. - Product / Service
- Dataiku Inc. - Key offerings
- SWOT
- DataRobot Inc. - Overview
- DataRobot Inc. - Product / Service
- DataRobot Inc. - Key offerings
- SWOT
- Domino Data Lab Inc. - Overview
- Domino Data Lab Inc. - Product / Service
- Domino Data Lab Inc. - Key offerings
- SWOT
- 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
- Google LLC - Overview
- Google LLC - Product / Service
- Google LLC - Key offerings
- SWOT
- H2O.ai Inc. - Overview
- H2O.ai Inc. - Product / Service
- H2O.ai Inc. - Key offerings
- SWOT
- IBM Corp. - Overview
- IBM Corp. - Business segments
- IBM Corp. - Key news
- IBM Corp. - Key offerings
- IBM Corp. - Segment focus
- SWOT
- KNIME AG - Overview
- KNIME AG - Product / Service
- KNIME AG - Key offerings
- SWOT
- Microsoft Corp. - Overview
- Microsoft Corp. - Business segments
- Microsoft Corp. - Key news
- Microsoft Corp. - Key offerings
- Microsoft Corp. - Segment focus
- SWOT
- Oracle Corp. - Overview
- Oracle Corp. - Business segments
- Oracle Corp. - Key news
- Oracle Corp. - Key offerings
- Oracle Corp. - Segment focus
- SWOT
- RapidMiner Inc. - Overview
- RapidMiner Inc. - Product / Service
- RapidMiner Inc. - Key offerings
- SWOT
- SAP SE - Overview
- SAP SE - Business segments
- SAP SE - Key news
- SAP SE - Key offerings
- SAP SE - Segment focus
- SWOT
- SAS Institute Inc. - Overview
- SAS Institute Inc. - Product / Service
- SAS Institute Inc. - Key offerings
- SWOT
- 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
- Inclusions checklist
- Exclusions checklist
- Currency conversion rates for US$
- Research methodology
- Information sources
- Data validation
- Validation techniques employed for market sizing
- Data synthesis
- 360 degree market analysis
- List of abbreviations
List of Exhibits
Exhibit 1: Executive Summary - Chart on Market Overview
Exhibit 2: Executive Summary - Data Table on Market Overview
Exhibit 3: Executive Summary - Chart on Global Market Characteristics
Exhibit 4: Executive Summary - Chart on Market by Geography
Exhibit 5: Executive Summary - Chart on Market Segmentation by Method
Exhibit 6: Executive Summary - Chart on Market Segmentation by Deployment
Exhibit 7: Executive Summary - Chart on Market Segmentation by Application
Exhibit 8: Executive Summary - Chart on Market Segmentation by End-user
Exhibit 9: Executive Summary - Chart on Incremental Growth
Exhibit 10: Executive Summary - Data Table on Incremental Growth
Exhibit 11: Executive Summary - Chart on Company Market Positioning
Exhibit 12: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibit 13: Chart on Overview on criticality of inputs and factors of differentiation
Exhibit 14: Chart on Overview on factors of disruption
Exhibit 15: Chart on Impact of drivers and challenges in 2025 and 2030
Exhibit 16: Chart on Parent Market
Exhibit 17: Data Table on - Parent Market
Exhibit 18: Chart on Market characteristics analysis
Exhibit 19: Chart on Value chain analysis
Exhibit 20: Data Table on Offerings of companies included in the market definition
Exhibit 21: Market segments
Exhibit 22: Chart on Global - Market size and forecast 2025-2030 ($ million)
Exhibit 23: Data Table on Global - Market size and forecast 2025-2030 ($ million)
Exhibit 24: Chart on Global Market: Year-over-year growth 2025-2030 (%)
Exhibit 25: Data Table on Global Market: Year-over-year growth 2025-2030 (%)
Exhibit 26: Historic Market Size - Data Table on Global AI Explainability And Transparency Market 2020 - 2024 ($ million)
Exhibit 27: Historic Market Size - Method Segment 2020 - 2024 ($ million)
Exhibit 28: Historic Market Size - Deployment Segment 2020 - 2024 ($ million)
Exhibit 29: Historic Market Size - Application Segment 2020 - 2024 ($ million)
Exhibit 30: Historic Market Size - End-user Segment 2020 - 2024 ($ million)
Exhibit 31: Historic Market Size - Geography Segment 2020 - 2024 ($ million)
Exhibit 32: Historic Market Size - Country Segment 2020 - 2024 ($ million)
Exhibit 33: Five forces analysis - Comparison between 2025 and 2030
Exhibit 34: Bargaining power of buyers - Impact of key factors 2025 and 2030
Exhibit 35: Bargaining power of suppliers - Impact of key factors in 2025 and 2030
Exhibit 36: Threat of new entrants - Impact of key factors in 2025 and 2030
Exhibit 37: Threat of substitutes - Impact of key factors in 2025 and 2030
Exhibit 38: Threat of rivalry - Impact of key factors in 2025 and 2030
Exhibit 39: Chart on Market condition - Five forces 2025 and 2030
Exhibit 40: Chart on Method - Market share 2025-2030 (%)
Exhibit 41: Data Table on Method - Market share 2025-2030 (%)
Exhibit 42: Chart on Comparison by Method
Exhibit 43: Data Table on Comparison by Method
Exhibit 44: Chart on Model-specific - Market size and forecast 2025-2030 ($ million)
Exhibit 45: Data Table on Model-specific - Market size and forecast 2025-2030 ($ million)
Exhibit 46: Chart on Model-specific - Year-over-year growth 2025-2030 (%)
Exhibit 47: Data Table on Model-specific - Year-over-year growth 2025-2030 (%)
Exhibit 48: Chart on Model-agnostic - Market size and forecast 2025-2030 ($ million)
Exhibit 49: Data Table on Model-agnostic - Market size and forecast 2025-2030 ($ million)
Exhibit 50: Chart on Model-agnostic - Year-over-year growth 2025-2030 (%)
Exhibit 51: Data Table on Model-agnostic - Year-over-year growth 2025-2030 (%)
Exhibit 52: Market opportunity by Method ($ million)
Exhibit 53: Data Table on Market opportunity by Method ($ million)
Exhibit 54: Chart on Deployment - Market share 2025-2030 (%)
Exhibit 55: Data Table on Deployment - Market share 2025-2030 (%)
Exhibit 56: Chart on Comparison by Deployment
Exhibit 57: Data Table on Comparison by Deployment
Exhibit 58: Chart on On-premises - Market size and forecast 2025-2030 ($ million)
Exhibit 59: Data Table on On-premises - Market size and forecast 2025-2030 ($ million)
Exhibit 60: Chart on On-premises - Year-over-year growth 2025-2030 (%)
Exhibit 61: Data Table on On-premises - Year-over-year growth 2025-2030 (%)
Exhibit 62: Chart on Cloud - Market size and forecast 2025-2030 ($ million)
Exhibit 63: Data Table on Cloud - Market size and forecast 2025-2030 ($ million)
Exhibit 64: Chart on Cloud - Year-over-year growth 2025-2030 (%)
Exhibit 65: Data Table on Cloud - Year-over-year growth 2025-2030 (%)
Exhibit 66: Market opportunity by Deployment ($ million)
Exhibit 67: Data Table on Market opportunity by Deployment ($ million)
Exhibit 68: Chart on Application - Market share 2025-2030 (%)
Exhibit 69: Data Table on Application - Market share 2025-2030 (%)
Exhibit 70: Chart on Comparison by Application
Exhibit 71: Data Table on Comparison by Application
Exhibit 72: Chart on Fraud detection - Market size and forecast 2025-2030 ($ million)
Exhibit 73: Data Table on Fraud detection - Market size and forecast 2025-2030 ($ million)
Exhibit 74: Chart on Fraud detection - Year-over-year growth 2025-2030 (%)
Exhibit 75: Data Table on Fraud detection - Year-over-year growth 2025-2030 (%)
Exhibit 76: Chart on Drug discovery and diagnostics - Market size and forecast 2025-2030 ($ million)
Exhibit 77: Data Table on Drug discovery and diagnostics - Market size and forecast 2025-2030 ($ million)
Exhibit 78: Chart on Drug discovery and diagnostics - Year-over-year growth 2025-2030 (%)
Exhibit 79: Data Table on Drug discovery and diagnostics - Year-over-year growth 2025-2030 (%)
Exhibit 80: Chart on Identity management - Market size and forecast 2025-2030 ($ million)
Exhibit 81: Data Table on Identity management - Market size and forecast 2025-2030 ($ million)
Exhibit 82: Chart on Identity management - Year-over-year growth 2025-2030 (%)
Exhibit 83: Data Table on Identity management - Year-over-year growth 2025-2030 (%)
Exhibit 84: Chart on Others - Market size and forecast 2025-2030 ($ million)
Exhibit 85: Data Table on Others - Market size and forecast 2025-2030 ($ million)
Exhibit 86: Chart on Others - Year-over-year growth 2025-2030 (%)
Exhibit 87: Data Table on Others - Year-over-year growth 2025-2030 (%)
Exhibit 88: Market opportunity by Application ($ million)
Exhibit 89: Data Table on Market opportunity by Application ($ million)
Exhibit 90: Chart on End-user - Market share 2025-2030 (%)
Exhibit 91: Data Table on End-user - Market share 2025-2030 (%)
Exhibit 92: Chart on Comparison by End-user
Exhibit 93: Data Table on Comparison by End-user
Exhibit 94: Chart on BFSI - Market size and forecast 2025-2030 ($ million)
Exhibit 95: Data Table on BFSI - Market size and forecast 2025-2030 ($ million)
Exhibit 96: Chart on BFSI - Year-over-year growth 2025-2030 (%)
Exhibit 97: Data Table on BFSI - Year-over-year growth 2025-2030 (%)
Exhibit 98: Chart on Healthcare - Market size and forecast 2025-2030 ($ million)
Exhibit 99: Data Table on Healthcare - Market size and forecast 2025-2030 ($ million)
Exhibit 100: Chart on Healthcare - Year-over-year growth 2025-2030 (%)
Exhibit 101: Data Table on Healthcare - Year-over-year growth 2025-2030 (%)
Exhibit 102: Chart on IT and telecom - Market size and forecast 2025-2030 ($ million)
Exhibit 103: Data Table on IT and telecom - Market size and forecast 2025-2030 ($ million)
Exhibit 104: Chart on IT and telecom - Year-over-year growth 2025-2030 (%)
Exhibit 105: Data Table on IT and telecom - Year-over-year growth 2025-2030 (%)
Exhibit 106: Chart on Automotive - Market size and forecast 2025-2030 ($ million)
Exhibit 107: Data Table on Automotive - Market size and forecast 2025-2030 ($ million)
Exhibit 108: Chart on Automotive - Year-over-year growth 2025-2030 (%)
Exhibit 109: Data Table on Automotive - Year-over-year growth 2025-2030 (%)
Exhibit 110: Chart on Others - Market size and forecast 2025-2030 ($ million)
Exhibit 111: Data Table on Others - Market size and forecast 2025-2030 ($ million)
Exhibit 112: Chart on Others - Year-over-year growth 2025-2030 (%)
Exhibit 113: Data Table on Others - Year-over-year growth 2025-2030 (%)
Exhibit 114: Market opportunity by End-user ($ million)
Exhibit 115: Data Table on Market opportunity by End-user ($ million)
Exhibit 116: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibit 117: Chart on Market share by geography 2025-2030 (%)
Exhibit 118: Data Table on Market share by geography 2025-2030 (%)
Exhibit 119: Chart on Geographic comparison
Exhibit 120: Data Table on Geographic comparison
Exhibit 121: Chart on North America - Market size and forecast 2025-2030 ($ million)
Exhibit 122: Data Table on North America - Market size and forecast 2025-2030 ($ million)
Exhibit 123: Chart on North America - Year-over-year growth 2025-2030 (%)
Exhibit 124: Data Table on North America - Year-over-year growth 2025-2030 (%)
Exhibit 125: Chart on Regional Comparison - North America
Exhibit 126: Data Table on Regional Comparison - North America
Exhibit 127: Chart on US - Market size and forecast 2025-2030 ($ million)
Exhibit 128: Data Table on US - Market size and forecast 2025-2030 ($ million)
Exhibit 129: Chart on US - Year-over-year growth 2025-2030 (%)
Exhibit 130: Data Table on US - Year-over-year growth 2025-2030 (%)
Exhibit 131: Chart on Canada - Market size and forecast 2025-2030 ($ million)
Exhibit 132: Data Table on Canada - Market size and forecast 2025-2030 ($ million)
Exhibit 133: Chart on Canada - Year-over-year growth 2025-2030 (%)
Exhibit 134: Data Table on Canada - Year-over-year growth 2025-2030 (%)
Exhibit 135: Chart on Mexico - Market size and forecast 2025-2030 ($ million)
Exhibit 136: Data Table on Mexico - Market size and forecast 2025-2030 ($ million)
Exhibit 137: Chart on Mexico - Year-over-year growth 2025-2030 (%)
Exhibit 138: Data Table on Mexico - Year-over-year growth 2025-2030 (%)
Exhibit 139: Chart on Europe - Market size and forecast 2025-2030 ($ million)
Exhibit 140: Data Table on Europe - Market size and forecast 2025-2030 ($ million)
Exhibit 141: Chart on Europe - Year-over-year growth 2025-2030 (%)
Exhibit 142: Data Table on Europe - Year-over-year growth 2025-2030 (%)
Exhibit 143: Chart on Regional Comparison - Europe
Exhibit 144: Data Table on Regional Comparison - Europe
Exhibit 145: Chart on Germany - Market size and forecast 2025-2030 ($ million)
Exhibit 146: Data Table on Germany - Market size and forecast 2025-2030 ($ million)
Exhibit 147: Chart on Germany - Year-over-year growth 2025-2030 (%)
Exhibit 148: Data Table on Germany - Year-over-year growth 2025-2030 (%)
Exhibit 149: Chart on UK - Market size and forecast 2025-2030 ($ million)
Exhibit 150: Data Table on UK - Market size and forecast 2025-2030 ($ million)
Exhibit 151: Chart on UK - Year-over-year growth 2025-2030 (%)
Exhibit 152: Data Table on UK - Year-over-year growth 2025-2030 (%)
Exhibit 153: Chart on France - Market size and forecast 2025-2030 ($ million)
Exhibit 154: Data Table on France - Market size and forecast 2025-2030 ($ million)
Exhibit 155: Chart on France - Year-over-year growth 2025-2030 (%)
Exhibit 156: Data Table on France - Year-over-year growth 2025-2030 (%)
Exhibit 157: Chart on Italy - Market size and forecast 2025-2030 ($ million)
Exhibit 158: Data Table on Italy - Market size and forecast 2025-2030 ($ million)
Exhibit 159: Chart on Italy - Year-over-year growth 2025-2030 (%)
Exhibit 160: Data Table on Italy - Year-over-year growth 2025-2030 (%)
Exhibit 161: Chart on Spain - Market size and forecast 2025-2030 ($ million)
Exhibit 162: Data Table on Spain - Market size and forecast 2025-2030 ($ million)
Exhibit 163: Chart on Spain - Year-over-year growth 2025-2030 (%)
Exhibit 164: Data Table on Spain - Year-over-year growth 2025-2030 (%)
Exhibit 165: Chart on Russia - Market size and forecast 2025-2030 ($ million)
Exhibit 166: Data Table on Russia - Market size and forecast 2025-2030 ($ million)
Exhibit 167: Chart on Russia - Year-over-year growth 2025-2030 (%)
Exhibit 168: Data Table on Russia - Year-over-year growth 2025-2030 (%)
Exhibit 169: Chart on APAC - Market size and forecast 2025-2030 ($ million)
Exhibit 170: Data Table on APAC - Market size and forecast 2025-2030 ($ million)
Exhibit 171: Chart on APAC - Year-over-year growth 2025-2030 (%)
Exhibit 172: Data Table on APAC - Year-over-year growth 2025-2030 (%)
Exhibit 173: Chart on Regional Comparison - APAC
Exhibit 174: Data Table on Regional Comparison - APAC
Exhibit 175: Chart on China - Market size and forecast 2025-2030 ($ million)
Exhibit 176: Data Table on China - Market size and forecast 2025-2030 ($ million)
Exhibit 177: Chart on China - Year-over-year growth 2025-2030 (%)
Exhibit 178: Data Table on China - Year-over-year growth 2025-2030 (%)
Exhibit 179: Chart on Japan - Market size and forecast 2025-2030 ($ million)
Exhibit 180: Data Table on Japan - Market size and forecast 2025-2030 ($ million)
Exhibit 181: Chart on Japan - Year-over-year growth 2025-2030 (%)
Exhibit 182: Data Table on Japan - Year-over-year growth 2025-2030 (%)
Exhibit 183: Chart on India - Market size and forecast 2025-2030 ($ million)
Exhibit 184: Data Table on India - Market size and forecast 2025-2030 ($ million)
Exhibit 185: Chart on India - Year-over-year growth 2025-2030 (%)
Exhibit 186: Data Table on India - Year-over-year growth 2025-2030 (%)
Exhibit 187: Chart on South Korea - Market size and forecast 2025-2030 ($ million)
Exhibit 188: Data Table on South Korea - Market size and forecast 2025-2030 ($ million)
Exhibit 189: Chart on South Korea - Year-over-year growth 2025-2030 (%)
Exhibit 190: Data Table on South Korea - Year-over-year growth 2025-2030 (%)
Exhibit 191: Chart on Singapore - Market size and forecast 2025-2030 ($ million)
Exhibit 192: Data Table on Singapore - Market size and forecast 2025-2030 ($ million)
Exhibit 193: Chart on Singapore - Year-over-year growth 2025-2030 (%)
Exhibit 194: Data Table on Singapore - Year-over-year growth 2025-2030 (%)
Exhibit 195: Chart on Australia - Market size and forecast 2025-2030 ($ million)
Exhibit 196: Data Table on Australia - Market size and forecast 2025-2030 ($ million)
Exhibit 197: Chart on Australia - Year-over-year growth 2025-2030 (%)
Exhibit 198: Data Table on Australia - Year-over-year growth 2025-2030 (%)
Exhibit 199: Chart on South America - Market size and forecast 2025-2030 ($ million)
Exhibit 200: Data Table on South America - Market size and forecast 2025-2030 ($ million)
Exhibit 201: Chart on South America - Year-over-year growth 2025-2030 (%)
Exhibit 202: Data Table on South America - Year-over-year growth 2025-2030 (%)
Exhibit 203: Chart on Regional Comparison - South America
Exhibit 204: Data Table on Regional Comparison - South America
Exhibit 205: Chart on Brazil - Market size and forecast 2025-2030 ($ million)
Exhibit 206: Data Table on Brazil - Market size and forecast 2025-2030 ($ million)
Exhibit 207: Chart on Brazil - Year-over-year growth 2025-2030 (%)
Exhibit 208: Data Table on Brazil - Year-over-year growth 2025-2030 (%)
Exhibit 209: Chart on Chile - Market size and forecast 2025-2030 ($ million)
Exhibit 210: Data Table on Chile - Market size and forecast 2025-2030 ($ million)
Exhibit 211: Chart on Chile - Year-over-year growth 2025-2030 (%)
Exhibit 212: Data Table on Chile - Year-over-year growth 2025-2030 (%)
Exhibit 213: Chart on Argentina - Market size and forecast 2025-2030 ($ million)
Exhibit 214: Data Table on Argentina - Market size and forecast 2025-2030 ($ million)
Exhibit 215: Chart on Argentina - Year-over-year growth 2025-2030 (%)
Exhibit 216: Data Table on Argentina - Year-over-year growth 2025-2030 (%)
Exhibit 217: Chart on Middle East and Africa - Market size and forecast 2025-2030 ($ million)
Exhibit 218: Data Table on Middle East and Africa - Market size and forecast 2025-2030 ($ million)
Exhibit 219: Chart on Middle East and Africa - Year-over-year growth 2025-2030 (%)
Exhibit 220: Data Table on Middle East and Africa - Year-over-year growth 2025-2030 (%)
Exhibit 221: Chart on Regional Comparison - Middle East and Africa
Exhibit 222: Data Table on Regional Comparison - Middle East and Africa
Exhibit 223: Chart on UAE - Market size and forecast 2025-2030 ($ million)
Exhibit 224: Data Table on UAE - Market size and forecast 2025-2030 ($ million)
Exhibit 225: Chart on UAE - Year-over-year growth 2025-2030 (%)
Exhibit 226: Data Table on UAE - Year-over-year growth 2025-2030 (%)
Exhibit 227: Chart on Saudi Arabia - Market size and forecast 2025-2030 ($ million)
Exhibit 228: Data Table on Saudi Arabia - Market size and forecast 2025-2030 ($ million)
Exhibit 229: Chart on Saudi Arabia - Year-over-year growth 2025-2030 (%)
Exhibit 230: Data Table on Saudi Arabia - Year-over-year growth 2025-2030 (%)
Exhibit 231: Chart on Israel - Market size and forecast 2025-2030 ($ million)
Exhibit 232: Data Table on Israel - Market size and forecast 2025-2030 ($ million)
Exhibit 233: Chart on Israel - Year-over-year growth 2025-2030 (%)
Exhibit 234: Data Table on Israel - Year-over-year growth 2025-2030 (%)
Exhibit 235: Chart on South Africa - Market size and forecast 2025-2030 ($ million)
Exhibit 236: Data Table on South Africa - Market size and forecast 2025-2030 ($ million)
Exhibit 237: Chart on South Africa - Year-over-year growth 2025-2030 (%)
Exhibit 238: Data Table on South Africa - Year-over-year growth 2025-2030 (%)
Exhibit 239: Chart on Qatar - Market size and forecast 2025-2030 ($ million)
Exhibit 240: Data Table on Qatar - Market size and forecast 2025-2030 ($ million)
Exhibit 241: Chart on Qatar - Year-over-year growth 2025-2030 (%)
Exhibit 242: Data Table on Qatar - Year-over-year growth 2025-2030 (%)
Exhibit 243: Market opportunity by geography ($ million)
Exhibit 244: Data Tables on Market opportunity by geography ($ million)
Exhibit 245: Impact of drivers and challenges in 2025 and 2030
Exhibit 246: Overview on criticality of inputs and factors of differentiation
Exhibit 247: Overview on factors of disruption
Exhibit 248: Impact of key risks on business
Exhibit 249: Companies covered
Exhibit 250: Company ranking index
Exhibit 251: Matrix on companies position and classification
Exhibit 252: Amazon Web Services Inc. - Overview
Exhibit 253: Amazon Web Services Inc. - Product / Service
Exhibit 254: Amazon Web Services Inc. - Key offerings
Exhibit 255: SWOT
Exhibit 256: Dataiku Inc. - Overview
Exhibit 257: Dataiku Inc. - Product / Service
Exhibit 258: Dataiku Inc. - Key offerings
Exhibit 259: SWOT
Exhibit 260: DataRobot Inc. - Overview
Exhibit 261: DataRobot Inc. - Product / Service
Exhibit 262: DataRobot Inc. - Key offerings
Exhibit 263: SWOT
Exhibit 264: Domino Data Lab Inc. - Overview
Exhibit 265: Domino Data Lab Inc. - Product / Service
Exhibit 266: Domino Data Lab Inc. - Key offerings
Exhibit 267: SWOT
Exhibit 268: Fair Isaac Corp. - Overview
Exhibit 269: Fair Isaac Corp. - Business segments
Exhibit 270: Fair Isaac Corp. - Key news
Exhibit 271: Fair Isaac Corp. - Key offerings
Exhibit 272: Fair Isaac Corp. - Segment focus
Exhibit 273: SWOT
Exhibit 274: Google LLC - Overview
Exhibit 275: Google LLC - Product / Service
Exhibit 276: Google LLC - Key offerings
Exhibit 277: SWOT
Exhibit 278: H2O.ai Inc. - Overview
Exhibit 279: H2O.ai Inc. - Product / Service
Exhibit 280: H2O.ai Inc. - Key offerings
Exhibit 281: SWOT
Exhibit 282: IBM Corp. - Overview
Exhibit 283: IBM Corp. - Business segments
Exhibit 284: IBM Corp. - Key news
Exhibit 285: IBM Corp. - Key offerings
Exhibit 286: IBM Corp. - Segment focus
Exhibit 287: SWOT
Exhibit 288: KNIME AG - Overview
Exhibit 289: KNIME AG - Product / Service
Exhibit 290: KNIME AG - Key offerings
Exhibit 291: SWOT
Exhibit 292: Microsoft Corp. - Overview
Exhibit 293: Microsoft Corp. - Business segments
Exhibit 294: Microsoft Corp. - Key news
Exhibit 295: Microsoft Corp. - Key offerings
Exhibit 296: Microsoft Corp. - Segment focus
Exhibit 297: SWOT
Exhibit 298: Oracle Corp. - Overview
Exhibit 299: Oracle Corp. - Business segments
Exhibit 300: Oracle Corp. - Key news
Exhibit 301: Oracle Corp. - Key offerings
Exhibit 302: Oracle Corp. - Segment focus
Exhibit 303: SWOT
Exhibit 304: RapidMiner Inc. - Overview
Exhibit 305: RapidMiner Inc. - Product / Service
Exhibit 306: RapidMiner Inc. - Key offerings
Exhibit 307: SWOT
Exhibit 308: SAP SE - Overview
Exhibit 309: SAP SE - Business segments
Exhibit 310: SAP SE - Key news
Exhibit 311: SAP SE - Key offerings
Exhibit 312: SAP SE - Segment focus
Exhibit 313: SWOT
Exhibit 314: SAS Institute Inc. - Overview
Exhibit 315: SAS Institute Inc. - Product / Service
Exhibit 316: SAS Institute Inc. - Key offerings
Exhibit 317: SWOT
Exhibit 318: TIBCO Software Inc. - Overview
Exhibit 319: TIBCO Software Inc. - Product / Service
Exhibit 320: TIBCO Software Inc. - Key offerings
Exhibit 321: SWOT
Exhibit 322: Inclusions checklist
Exhibit 323: Exclusions checklist
Exhibit 324: Currency conversion rates for US$
Exhibit 325: Research methodology
Exhibit 326: Information sources
Exhibit 327: Data validation
Exhibit 328: Validation techniques employed for market sizing
Exhibit 329: Data synthesis
Exhibit 330: 360 degree market analysis
Exhibit 331: List of abbreviations
Exhibit 2: Executive Summary - Data Table on Market Overview
Exhibit 3: Executive Summary - Chart on Global Market Characteristics
Exhibit 4: Executive Summary - Chart on Market by Geography
Exhibit 5: Executive Summary - Chart on Market Segmentation by Method
Exhibit 6: Executive Summary - Chart on Market Segmentation by Deployment
Exhibit 7: Executive Summary - Chart on Market Segmentation by Application
Exhibit 8: Executive Summary - Chart on Market Segmentation by End-user
Exhibit 9: Executive Summary - Chart on Incremental Growth
Exhibit 10: Executive Summary - Data Table on Incremental Growth
Exhibit 11: Executive Summary - Chart on Company Market Positioning
Exhibit 12: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibit 13: Chart on Overview on criticality of inputs and factors of differentiation
Exhibit 14: Chart on Overview on factors of disruption
Exhibit 15: Chart on Impact of drivers and challenges in 2025 and 2030
Exhibit 16: Chart on Parent Market
Exhibit 17: Data Table on - Parent Market
Exhibit 18: Chart on Market characteristics analysis
Exhibit 19: Chart on Value chain analysis
Exhibit 20: Data Table on Offerings of companies included in the market definition
Exhibit 21: Market segments
Exhibit 22: Chart on Global - Market size and forecast 2025-2030 ($ million)
Exhibit 23: Data Table on Global - Market size and forecast 2025-2030 ($ million)
Exhibit 24: Chart on Global Market: Year-over-year growth 2025-2030 (%)
Exhibit 25: Data Table on Global Market: Year-over-year growth 2025-2030 (%)
Exhibit 26: Historic Market Size - Data Table on Global AI Explainability And Transparency Market 2020 - 2024 ($ million)
Exhibit 27: Historic Market Size - Method Segment 2020 - 2024 ($ million)
Exhibit 28: Historic Market Size - Deployment Segment 2020 - 2024 ($ million)
Exhibit 29: Historic Market Size - Application Segment 2020 - 2024 ($ million)
Exhibit 30: Historic Market Size - End-user Segment 2020 - 2024 ($ million)
Exhibit 31: Historic Market Size - Geography Segment 2020 - 2024 ($ million)
Exhibit 32: Historic Market Size - Country Segment 2020 - 2024 ($ million)
Exhibit 33: Five forces analysis - Comparison between 2025 and 2030
Exhibit 34: Bargaining power of buyers - Impact of key factors 2025 and 2030
Exhibit 35: Bargaining power of suppliers - Impact of key factors in 2025 and 2030
Exhibit 36: Threat of new entrants - Impact of key factors in 2025 and 2030
Exhibit 37: Threat of substitutes - Impact of key factors in 2025 and 2030
Exhibit 38: Threat of rivalry - Impact of key factors in 2025 and 2030
Exhibit 39: Chart on Market condition - Five forces 2025 and 2030
Exhibit 40: Chart on Method - Market share 2025-2030 (%)
Exhibit 41: Data Table on Method - Market share 2025-2030 (%)
Exhibit 42: Chart on Comparison by Method
Exhibit 43: Data Table on Comparison by Method
Exhibit 44: Chart on Model-specific - Market size and forecast 2025-2030 ($ million)
Exhibit 45: Data Table on Model-specific - Market size and forecast 2025-2030 ($ million)
Exhibit 46: Chart on Model-specific - Year-over-year growth 2025-2030 (%)
Exhibit 47: Data Table on Model-specific - Year-over-year growth 2025-2030 (%)
Exhibit 48: Chart on Model-agnostic - Market size and forecast 2025-2030 ($ million)
Exhibit 49: Data Table on Model-agnostic - Market size and forecast 2025-2030 ($ million)
Exhibit 50: Chart on Model-agnostic - Year-over-year growth 2025-2030 (%)
Exhibit 51: Data Table on Model-agnostic - Year-over-year growth 2025-2030 (%)
Exhibit 52: Market opportunity by Method ($ million)
Exhibit 53: Data Table on Market opportunity by Method ($ million)
Exhibit 54: Chart on Deployment - Market share 2025-2030 (%)
Exhibit 55: Data Table on Deployment - Market share 2025-2030 (%)
Exhibit 56: Chart on Comparison by Deployment
Exhibit 57: Data Table on Comparison by Deployment
Exhibit 58: Chart on On-premises - Market size and forecast 2025-2030 ($ million)
Exhibit 59: Data Table on On-premises - Market size and forecast 2025-2030 ($ million)
Exhibit 60: Chart on On-premises - Year-over-year growth 2025-2030 (%)
Exhibit 61: Data Table on On-premises - Year-over-year growth 2025-2030 (%)
Exhibit 62: Chart on Cloud - Market size and forecast 2025-2030 ($ million)
Exhibit 63: Data Table on Cloud - Market size and forecast 2025-2030 ($ million)
Exhibit 64: Chart on Cloud - Year-over-year growth 2025-2030 (%)
Exhibit 65: Data Table on Cloud - Year-over-year growth 2025-2030 (%)
Exhibit 66: Market opportunity by Deployment ($ million)
Exhibit 67: Data Table on Market opportunity by Deployment ($ million)
Exhibit 68: Chart on Application - Market share 2025-2030 (%)
Exhibit 69: Data Table on Application - Market share 2025-2030 (%)
Exhibit 70: Chart on Comparison by Application
Exhibit 71: Data Table on Comparison by Application
Exhibit 72: Chart on Fraud detection - Market size and forecast 2025-2030 ($ million)
Exhibit 73: Data Table on Fraud detection - Market size and forecast 2025-2030 ($ million)
Exhibit 74: Chart on Fraud detection - Year-over-year growth 2025-2030 (%)
Exhibit 75: Data Table on Fraud detection - Year-over-year growth 2025-2030 (%)
Exhibit 76: Chart on Drug discovery and diagnostics - Market size and forecast 2025-2030 ($ million)
Exhibit 77: Data Table on Drug discovery and diagnostics - Market size and forecast 2025-2030 ($ million)
Exhibit 78: Chart on Drug discovery and diagnostics - Year-over-year growth 2025-2030 (%)
Exhibit 79: Data Table on Drug discovery and diagnostics - Year-over-year growth 2025-2030 (%)
Exhibit 80: Chart on Identity management - Market size and forecast 2025-2030 ($ million)
Exhibit 81: Data Table on Identity management - Market size and forecast 2025-2030 ($ million)
Exhibit 82: Chart on Identity management - Year-over-year growth 2025-2030 (%)
Exhibit 83: Data Table on Identity management - Year-over-year growth 2025-2030 (%)
Exhibit 84: Chart on Others - Market size and forecast 2025-2030 ($ million)
Exhibit 85: Data Table on Others - Market size and forecast 2025-2030 ($ million)
Exhibit 86: Chart on Others - Year-over-year growth 2025-2030 (%)
Exhibit 87: Data Table on Others - Year-over-year growth 2025-2030 (%)
Exhibit 88: Market opportunity by Application ($ million)
Exhibit 89: Data Table on Market opportunity by Application ($ million)
Exhibit 90: Chart on End-user - Market share 2025-2030 (%)
Exhibit 91: Data Table on End-user - Market share 2025-2030 (%)
Exhibit 92: Chart on Comparison by End-user
Exhibit 93: Data Table on Comparison by End-user
Exhibit 94: Chart on BFSI - Market size and forecast 2025-2030 ($ million)
Exhibit 95: Data Table on BFSI - Market size and forecast 2025-2030 ($ million)
Exhibit 96: Chart on BFSI - Year-over-year growth 2025-2030 (%)
Exhibit 97: Data Table on BFSI - Year-over-year growth 2025-2030 (%)
Exhibit 98: Chart on Healthcare - Market size and forecast 2025-2030 ($ million)
Exhibit 99: Data Table on Healthcare - Market size and forecast 2025-2030 ($ million)
Exhibit 100: Chart on Healthcare - Year-over-year growth 2025-2030 (%)
Exhibit 101: Data Table on Healthcare - Year-over-year growth 2025-2030 (%)
Exhibit 102: Chart on IT and telecom - Market size and forecast 2025-2030 ($ million)
Exhibit 103: Data Table on IT and telecom - Market size and forecast 2025-2030 ($ million)
Exhibit 104: Chart on IT and telecom - Year-over-year growth 2025-2030 (%)
Exhibit 105: Data Table on IT and telecom - Year-over-year growth 2025-2030 (%)
Exhibit 106: Chart on Automotive - Market size and forecast 2025-2030 ($ million)
Exhibit 107: Data Table on Automotive - Market size and forecast 2025-2030 ($ million)
Exhibit 108: Chart on Automotive - Year-over-year growth 2025-2030 (%)
Exhibit 109: Data Table on Automotive - Year-over-year growth 2025-2030 (%)
Exhibit 110: Chart on Others - Market size and forecast 2025-2030 ($ million)
Exhibit 111: Data Table on Others - Market size and forecast 2025-2030 ($ million)
Exhibit 112: Chart on Others - Year-over-year growth 2025-2030 (%)
Exhibit 113: Data Table on Others - Year-over-year growth 2025-2030 (%)
Exhibit 114: Market opportunity by End-user ($ million)
Exhibit 115: Data Table on Market opportunity by End-user ($ million)
Exhibit 116: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibit 117: Chart on Market share by geography 2025-2030 (%)
Exhibit 118: Data Table on Market share by geography 2025-2030 (%)
Exhibit 119: Chart on Geographic comparison
Exhibit 120: Data Table on Geographic comparison
Exhibit 121: Chart on North America - Market size and forecast 2025-2030 ($ million)
Exhibit 122: Data Table on North America - Market size and forecast 2025-2030 ($ million)
Exhibit 123: Chart on North America - Year-over-year growth 2025-2030 (%)
Exhibit 124: Data Table on North America - Year-over-year growth 2025-2030 (%)
Exhibit 125: Chart on Regional Comparison - North America
Exhibit 126: Data Table on Regional Comparison - North America
Exhibit 127: Chart on US - Market size and forecast 2025-2030 ($ million)
Exhibit 128: Data Table on US - Market size and forecast 2025-2030 ($ million)
Exhibit 129: Chart on US - Year-over-year growth 2025-2030 (%)
Exhibit 130: Data Table on US - Year-over-year growth 2025-2030 (%)
Exhibit 131: Chart on Canada - Market size and forecast 2025-2030 ($ million)
Exhibit 132: Data Table on Canada - Market size and forecast 2025-2030 ($ million)
Exhibit 133: Chart on Canada - Year-over-year growth 2025-2030 (%)
Exhibit 134: Data Table on Canada - Year-over-year growth 2025-2030 (%)
Exhibit 135: Chart on Mexico - Market size and forecast 2025-2030 ($ million)
Exhibit 136: Data Table on Mexico - Market size and forecast 2025-2030 ($ million)
Exhibit 137: Chart on Mexico - Year-over-year growth 2025-2030 (%)
Exhibit 138: Data Table on Mexico - Year-over-year growth 2025-2030 (%)
Exhibit 139: Chart on Europe - Market size and forecast 2025-2030 ($ million)
Exhibit 140: Data Table on Europe - Market size and forecast 2025-2030 ($ million)
Exhibit 141: Chart on Europe - Year-over-year growth 2025-2030 (%)
Exhibit 142: Data Table on Europe - Year-over-year growth 2025-2030 (%)
Exhibit 143: Chart on Regional Comparison - Europe
Exhibit 144: Data Table on Regional Comparison - Europe
Exhibit 145: Chart on Germany - Market size and forecast 2025-2030 ($ million)
Exhibit 146: Data Table on Germany - Market size and forecast 2025-2030 ($ million)
Exhibit 147: Chart on Germany - Year-over-year growth 2025-2030 (%)
Exhibit 148: Data Table on Germany - Year-over-year growth 2025-2030 (%)
Exhibit 149: Chart on UK - Market size and forecast 2025-2030 ($ million)
Exhibit 150: Data Table on UK - Market size and forecast 2025-2030 ($ million)
Exhibit 151: Chart on UK - Year-over-year growth 2025-2030 (%)
Exhibit 152: Data Table on UK - Year-over-year growth 2025-2030 (%)
Exhibit 153: Chart on France - Market size and forecast 2025-2030 ($ million)
Exhibit 154: Data Table on France - Market size and forecast 2025-2030 ($ million)
Exhibit 155: Chart on France - Year-over-year growth 2025-2030 (%)
Exhibit 156: Data Table on France - Year-over-year growth 2025-2030 (%)
Exhibit 157: Chart on Italy - Market size and forecast 2025-2030 ($ million)
Exhibit 158: Data Table on Italy - Market size and forecast 2025-2030 ($ million)
Exhibit 159: Chart on Italy - Year-over-year growth 2025-2030 (%)
Exhibit 160: Data Table on Italy - Year-over-year growth 2025-2030 (%)
Exhibit 161: Chart on Spain - Market size and forecast 2025-2030 ($ million)
Exhibit 162: Data Table on Spain - Market size and forecast 2025-2030 ($ million)
Exhibit 163: Chart on Spain - Year-over-year growth 2025-2030 (%)
Exhibit 164: Data Table on Spain - Year-over-year growth 2025-2030 (%)
Exhibit 165: Chart on Russia - Market size and forecast 2025-2030 ($ million)
Exhibit 166: Data Table on Russia - Market size and forecast 2025-2030 ($ million)
Exhibit 167: Chart on Russia - Year-over-year growth 2025-2030 (%)
Exhibit 168: Data Table on Russia - Year-over-year growth 2025-2030 (%)
Exhibit 169: Chart on APAC - Market size and forecast 2025-2030 ($ million)
Exhibit 170: Data Table on APAC - Market size and forecast 2025-2030 ($ million)
Exhibit 171: Chart on APAC - Year-over-year growth 2025-2030 (%)
Exhibit 172: Data Table on APAC - Year-over-year growth 2025-2030 (%)
Exhibit 173: Chart on Regional Comparison - APAC
Exhibit 174: Data Table on Regional Comparison - APAC
Exhibit 175: Chart on China - Market size and forecast 2025-2030 ($ million)
Exhibit 176: Data Table on China - Market size and forecast 2025-2030 ($ million)
Exhibit 177: Chart on China - Year-over-year growth 2025-2030 (%)
Exhibit 178: Data Table on China - Year-over-year growth 2025-2030 (%)
Exhibit 179: Chart on Japan - Market size and forecast 2025-2030 ($ million)
Exhibit 180: Data Table on Japan - Market size and forecast 2025-2030 ($ million)
Exhibit 181: Chart on Japan - Year-over-year growth 2025-2030 (%)
Exhibit 182: Data Table on Japan - Year-over-year growth 2025-2030 (%)
Exhibit 183: Chart on India - Market size and forecast 2025-2030 ($ million)
Exhibit 184: Data Table on India - Market size and forecast 2025-2030 ($ million)
Exhibit 185: Chart on India - Year-over-year growth 2025-2030 (%)
Exhibit 186: Data Table on India - Year-over-year growth 2025-2030 (%)
Exhibit 187: Chart on South Korea - Market size and forecast 2025-2030 ($ million)
Exhibit 188: Data Table on South Korea - Market size and forecast 2025-2030 ($ million)
Exhibit 189: Chart on South Korea - Year-over-year growth 2025-2030 (%)
Exhibit 190: Data Table on South Korea - Year-over-year growth 2025-2030 (%)
Exhibit 191: Chart on Singapore - Market size and forecast 2025-2030 ($ million)
Exhibit 192: Data Table on Singapore - Market size and forecast 2025-2030 ($ million)
Exhibit 193: Chart on Singapore - Year-over-year growth 2025-2030 (%)
Exhibit 194: Data Table on Singapore - Year-over-year growth 2025-2030 (%)
Exhibit 195: Chart on Australia - Market size and forecast 2025-2030 ($ million)
Exhibit 196: Data Table on Australia - Market size and forecast 2025-2030 ($ million)
Exhibit 197: Chart on Australia - Year-over-year growth 2025-2030 (%)
Exhibit 198: Data Table on Australia - Year-over-year growth 2025-2030 (%)
Exhibit 199: Chart on South America - Market size and forecast 2025-2030 ($ million)
Exhibit 200: Data Table on South America - Market size and forecast 2025-2030 ($ million)
Exhibit 201: Chart on South America - Year-over-year growth 2025-2030 (%)
Exhibit 202: Data Table on South America - Year-over-year growth 2025-2030 (%)
Exhibit 203: Chart on Regional Comparison - South America
Exhibit 204: Data Table on Regional Comparison - South America
Exhibit 205: Chart on Brazil - Market size and forecast 2025-2030 ($ million)
Exhibit 206: Data Table on Brazil - Market size and forecast 2025-2030 ($ million)
Exhibit 207: Chart on Brazil - Year-over-year growth 2025-2030 (%)
Exhibit 208: Data Table on Brazil - Year-over-year growth 2025-2030 (%)
Exhibit 209: Chart on Chile - Market size and forecast 2025-2030 ($ million)
Exhibit 210: Data Table on Chile - Market size and forecast 2025-2030 ($ million)
Exhibit 211: Chart on Chile - Year-over-year growth 2025-2030 (%)
Exhibit 212: Data Table on Chile - Year-over-year growth 2025-2030 (%)
Exhibit 213: Chart on Argentina - Market size and forecast 2025-2030 ($ million)
Exhibit 214: Data Table on Argentina - Market size and forecast 2025-2030 ($ million)
Exhibit 215: Chart on Argentina - Year-over-year growth 2025-2030 (%)
Exhibit 216: Data Table on Argentina - Year-over-year growth 2025-2030 (%)
Exhibit 217: Chart on Middle East and Africa - Market size and forecast 2025-2030 ($ million)
Exhibit 218: Data Table on Middle East and Africa - Market size and forecast 2025-2030 ($ million)
Exhibit 219: Chart on Middle East and Africa - Year-over-year growth 2025-2030 (%)
Exhibit 220: Data Table on Middle East and Africa - Year-over-year growth 2025-2030 (%)
Exhibit 221: Chart on Regional Comparison - Middle East and Africa
Exhibit 222: Data Table on Regional Comparison - Middle East and Africa
Exhibit 223: Chart on UAE - Market size and forecast 2025-2030 ($ million)
Exhibit 224: Data Table on UAE - Market size and forecast 2025-2030 ($ million)
Exhibit 225: Chart on UAE - Year-over-year growth 2025-2030 (%)
Exhibit 226: Data Table on UAE - Year-over-year growth 2025-2030 (%)
Exhibit 227: Chart on Saudi Arabia - Market size and forecast 2025-2030 ($ million)
Exhibit 228: Data Table on Saudi Arabia - Market size and forecast 2025-2030 ($ million)
Exhibit 229: Chart on Saudi Arabia - Year-over-year growth 2025-2030 (%)
Exhibit 230: Data Table on Saudi Arabia - Year-over-year growth 2025-2030 (%)
Exhibit 231: Chart on Israel - Market size and forecast 2025-2030 ($ million)
Exhibit 232: Data Table on Israel - Market size and forecast 2025-2030 ($ million)
Exhibit 233: Chart on Israel - Year-over-year growth 2025-2030 (%)
Exhibit 234: Data Table on Israel - Year-over-year growth 2025-2030 (%)
Exhibit 235: Chart on South Africa - Market size and forecast 2025-2030 ($ million)
Exhibit 236: Data Table on South Africa - Market size and forecast 2025-2030 ($ million)
Exhibit 237: Chart on South Africa - Year-over-year growth 2025-2030 (%)
Exhibit 238: Data Table on South Africa - Year-over-year growth 2025-2030 (%)
Exhibit 239: Chart on Qatar - Market size and forecast 2025-2030 ($ million)
Exhibit 240: Data Table on Qatar - Market size and forecast 2025-2030 ($ million)
Exhibit 241: Chart on Qatar - Year-over-year growth 2025-2030 (%)
Exhibit 242: Data Table on Qatar - Year-over-year growth 2025-2030 (%)
Exhibit 243: Market opportunity by geography ($ million)
Exhibit 244: Data Tables on Market opportunity by geography ($ million)
Exhibit 245: Impact of drivers and challenges in 2025 and 2030
Exhibit 246: Overview on criticality of inputs and factors of differentiation
Exhibit 247: Overview on factors of disruption
Exhibit 248: Impact of key risks on business
Exhibit 249: Companies covered
Exhibit 250: Company ranking index
Exhibit 251: Matrix on companies position and classification
Exhibit 252: Amazon Web Services Inc. - Overview
Exhibit 253: Amazon Web Services Inc. - Product / Service
Exhibit 254: Amazon Web Services Inc. - Key offerings
Exhibit 255: SWOT
Exhibit 256: Dataiku Inc. - Overview
Exhibit 257: Dataiku Inc. - Product / Service
Exhibit 258: Dataiku Inc. - Key offerings
Exhibit 259: SWOT
Exhibit 260: DataRobot Inc. - Overview
Exhibit 261: DataRobot Inc. - Product / Service
Exhibit 262: DataRobot Inc. - Key offerings
Exhibit 263: SWOT
Exhibit 264: Domino Data Lab Inc. - Overview
Exhibit 265: Domino Data Lab Inc. - Product / Service
Exhibit 266: Domino Data Lab Inc. - Key offerings
Exhibit 267: SWOT
Exhibit 268: Fair Isaac Corp. - Overview
Exhibit 269: Fair Isaac Corp. - Business segments
Exhibit 270: Fair Isaac Corp. - Key news
Exhibit 271: Fair Isaac Corp. - Key offerings
Exhibit 272: Fair Isaac Corp. - Segment focus
Exhibit 273: SWOT
Exhibit 274: Google LLC - Overview
Exhibit 275: Google LLC - Product / Service
Exhibit 276: Google LLC - Key offerings
Exhibit 277: SWOT
Exhibit 278: H2O.ai Inc. - Overview
Exhibit 279: H2O.ai Inc. - Product / Service
Exhibit 280: H2O.ai Inc. - Key offerings
Exhibit 281: SWOT
Exhibit 282: IBM Corp. - Overview
Exhibit 283: IBM Corp. - Business segments
Exhibit 284: IBM Corp. - Key news
Exhibit 285: IBM Corp. - Key offerings
Exhibit 286: IBM Corp. - Segment focus
Exhibit 287: SWOT
Exhibit 288: KNIME AG - Overview
Exhibit 289: KNIME AG - Product / Service
Exhibit 290: KNIME AG - Key offerings
Exhibit 291: SWOT
Exhibit 292: Microsoft Corp. - Overview
Exhibit 293: Microsoft Corp. - Business segments
Exhibit 294: Microsoft Corp. - Key news
Exhibit 295: Microsoft Corp. - Key offerings
Exhibit 296: Microsoft Corp. - Segment focus
Exhibit 297: SWOT
Exhibit 298: Oracle Corp. - Overview
Exhibit 299: Oracle Corp. - Business segments
Exhibit 300: Oracle Corp. - Key news
Exhibit 301: Oracle Corp. - Key offerings
Exhibit 302: Oracle Corp. - Segment focus
Exhibit 303: SWOT
Exhibit 304: RapidMiner Inc. - Overview
Exhibit 305: RapidMiner Inc. - Product / Service
Exhibit 306: RapidMiner Inc. - Key offerings
Exhibit 307: SWOT
Exhibit 308: SAP SE - Overview
Exhibit 309: SAP SE - Business segments
Exhibit 310: SAP SE - Key news
Exhibit 311: SAP SE - Key offerings
Exhibit 312: SAP SE - Segment focus
Exhibit 313: SWOT
Exhibit 314: SAS Institute Inc. - Overview
Exhibit 315: SAS Institute Inc. - Product / Service
Exhibit 316: SAS Institute Inc. - Key offerings
Exhibit 317: SWOT
Exhibit 318: TIBCO Software Inc. - Overview
Exhibit 319: TIBCO Software Inc. - Product / Service
Exhibit 320: TIBCO Software Inc. - Key offerings
Exhibit 321: SWOT
Exhibit 322: Inclusions checklist
Exhibit 323: Exclusions checklist
Exhibit 324: Currency conversion rates for US$
Exhibit 325: Research methodology
Exhibit 326: Information sources
Exhibit 327: Data validation
Exhibit 328: Validation techniques employed for market sizing
Exhibit 329: Data synthesis
Exhibit 330: 360 degree market analysis
Exhibit 331: List of abbreviations
Executive Summary
The following companies are recognized as the key players in the global global ai explainability and transparency market: 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..Commenting on the report, an analyst from the research team said: "The latest trend gaining momentum in the market is transition toward automated transparency and real-time observability."
According to the report, one of the major drivers for this market is the expansion of mandatory algorithmic accountability and compliance 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 and vendor landscape in addition to a SWOT analysis of the key vendors.
Companies Mentioned (Partial List)
A selection of companies mentioned in this report includes, but is not limited to:
- 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.

