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Amazon.com Inc.
Anthropic
Arize AI, Inc.
Comet ML Inc.
Databricks Inc.
Evidently AI
Fiddler Labs Inc.
Google LLC
Hugging Face
International Business Machines Corp.
Microsoft Corp.
Scale
Seldon Technologies
Weights and Biases
WhyLabs, Inc.
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The model evaluation and benchmarking tools market is forecasted to grow by USD 16,066.6 mn during 2024-2029, accelerating at a CAGR of 17.9% during the forecast period. The report on the model evaluation and benchmarking tools 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 proliferation and increasing complexity of ai models, rising imperative for responsible ai and regulatory scrutiny, and maturation of mlops and drive for operational efficiency.
Market Scope
Base Year 2025
End Year 2029
Series Year 2025-2029
Growth Momentum Accelerate
YOY 2025 15.9%
CAGR 17.9%
Incremental Value $16,066.6 mn
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 model evaluation and benchmarking tools market is segmented as below:
By Component
Software or platforms
Services
By Deployment
On-premises
Cloud-based
Hybrid
By Industry Application
BFSI
Healthcare and life sciences
IT and telecommunications
Retail and E-commerce
Others
By Geographical Landscape
North America
Europe
APAC
South America
Middle East and Africa
This study identifies the specialized evaluation frameworks for generative ai and llms as one of the prime reasons driving the model evaluation and benchmarking tools market growth during the next few years. Also, convergence of evaluation and monitoring into ai observability and ascendancy of open-source tools and community-driven standards will lead to sizable demand in the market.
The report on the model evaluation and benchmarking tools market covers the following areas:
Model Evaluation And Benchmarking Tools Market sizing
Model Evaluation And Benchmarking Tools Market forecast
Model Evaluation And Benchmarking Tools 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 model evaluation and benchmarking tools market vendors that include Amazon.com Inc., Anthropic, Arize AI, Inc., Comet ML Inc., Databricks Inc., Evidently AI, Fiddler Labs Inc., Google LLC, Hugging Face, International Business Machines Corp., Microsoft Corp., Scale, Seldon Technologies, Weights and Biases, and WhyLabs, Inc.. Also, the model evaluation and benchmarking tools 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 Geographical Landscape
Executive Summary - Chart on Market Segmentation by Component
Executive Summary - Chart on Market Segmentation by Deployment
Executive Summary - Chart on Market Segmentation by Industry Application
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
Overview on criticality of inputs and factors of differentiation
2.3 Factors of disruption
Overview on factors of disruption
2.4 Impact of drivers and challenges
Impact of drivers and challenges in 2024 and 2029
3 Market Landscape
3.1 Market ecosystem
Parent Market
Data Table on - Parent Market
3.2 Market characteristics
Market characteristics analysis
3.3 Value chain analysis
4 Market Sizing
4.1 Market definition
Offerings of companies included in the market definition
4.2 Market segment analysis
4.3 Market size 2024
4.4 Market outlook: Forecast for 2024-2029
Chart on Global - Market size and forecast 2024-2029 ($ million)
Data Table on Global - Market size and forecast 2024-2029 ($ million)
Chart on Global Market: Year-over-year growth 2024-2029 (%)
Data Table on Global Market: Year-over-year growth 2024-2029 (%)
5 Historic Market Size
5.1 Global Model Evaluation And Benchmarking Tools Market 2019 - 2023
Historic Market Size - Data Table on Global Model Evaluation And Benchmarking Tools Market 2019 - 2023 ($ million)
5.2 Component segment analysis 2019 - 2023
Historic Market Size - Component Segment 2019 - 2023 ($ million)
5.3 Deployment segment analysis 2019 - 2023
Historic Market Size - Deployment Segment 2019 - 2023 ($ million)
5.4 Industry Application segment analysis 2019 - 2023
Historic Market Size - Industry Application Segment 2019 - 2023 ($ million)
5.5 Geography segment analysis 2019 - 2023
Historic Market Size - Geography Segment 2019 - 2023 ($ million)
5.6 Country segment analysis 2019 - 2023
Historic Market Size - Country Segment 2019 - 2023 ($ million)
6 Qualitative Analysis
6.1 The impact of AI in the global model evaluation and benchmarking tools market
7 Five Forces Analysis
7.1 Five forces summary
Five forces analysis - Comparison between 2024 and 2029
7.2 Bargaining power of buyers
Bargaining power of buyers - Impact of key factors 2024 and 2029
7.3 Bargaining power of suppliers
Bargaining power of suppliers - Impact of key factors in 2024 and 2029
7.4 Threat of new entrants
Threat of new entrants - Impact of key factors in 2024 and 2029
7.5 Threat of substitutes
Threat of substitutes - Impact of key factors in 2024 and 2029
7.6 Threat of rivalry
Threat of rivalry - Impact of key factors in 2024 and 2029
7.7 Market condition
Chart on Market condition - Five forces 2024 and 2029
8 Market Segmentation by Component
8.1 Market segments
Chart on Component - Market share 2024-2029 (%)
Data Table on Component - Market share 2024-2029 (%)
8.2 Comparison by Component
Chart on Comparison by Component
Data Table on Comparison by Component
8.3 Software or platforms - Market size and forecast 2024-2029
Chart on Software or platforms - Market size and forecast 2024-2029 ($ million)
Data Table on Software or platforms - Market size and forecast 2024-2029 ($ million)
Chart on Software or platforms - Year-over-year growth 2024-2029 (%)
Data Table on Software or platforms - Year-over-year growth 2024-2029 (%)
8.4 Services - Market size and forecast 2024-2029
Chart on Services - Market size and forecast 2024-2029 ($ million)
Data Table on Services - Market size and forecast 2024-2029 ($ million)
Chart on Services - Year-over-year growth 2024-2029 (%)
Data Table on Services - Year-over-year growth 2024-2029 (%)
8.5 Market opportunity by Component
Market opportunity by Component ($ million)
Data Table on Market opportunity by Component ($ million)
9 Market Segmentation by Deployment
9.1 Market segments
Chart on Deployment - Market share 2024-2029 (%)
Data Table on Deployment - Market share 2024-2029 (%)
9.2 Comparison by Deployment
Chart on Comparison by Deployment
Data Table on Comparison by Deployment
9.3 On-premises - Market size and forecast 2024-2029
Chart on On-premises - Market size and forecast 2024-2029 ($ million)
Data Table on On-premises - Market size and forecast 2024-2029 ($ million)
Chart on On-premises - Year-over-year growth 2024-2029 (%)
Data Table on On-premises - Year-over-year growth 2024-2029 (%)
9.4 Cloud-based - Market size and forecast 2024-2029
Chart on Cloud-based - Market size and forecast 2024-2029 ($ million)
Data Table on Cloud-based - Market size and forecast 2024-2029 ($ million)
Chart on Cloud-based - Year-over-year growth 2024-2029 (%)
Data Table on Cloud-based - Year-over-year growth 2024-2029 (%)
9.5 Hybrid - Market size and forecast 2024-2029
Chart on Hybrid - Market size and forecast 2024-2029 ($ million)
Data Table on Hybrid - Market size and forecast 2024-2029 ($ million)
Chart on Hybrid - Year-over-year growth 2024-2029 (%)
Data Table on Hybrid - Year-over-year growth 2024-2029 (%)
9.6 Market opportunity by Deployment
Market opportunity by Deployment ($ million)
Data Table on Market opportunity by Deployment ($ million)
10 Market Segmentation by Industry Application
10.1 Market segments
Chart on Industry Application - Market share 2024-2029 (%)
Data Table on Industry Application - Market share 2024-2029 (%)
10.2 Comparison by Industry Application
Chart on Comparison by Industry Application
Data Table on Comparison by Industry Application
10.3 BFSI - Market size and forecast 2024-2029
Chart on BFSI - Market size and forecast 2024-2029 ($ million)
Data Table on BFSI - Market size and forecast 2024-2029 ($ million)
Chart on BFSI - Year-over-year growth 2024-2029 (%)
Data Table on BFSI - Year-over-year growth 2024-2029 (%)
10.4 Healthcare and life sciences - Market size and forecast 2024-2029
Chart on Healthcare and life sciences - Market size and forecast 2024-2029 ($ million)
Data Table on Healthcare and life sciences - Market size and forecast 2024-2029 ($ million)
Chart on Healthcare and life sciences - Year-over-year growth 2024-2029 (%)
Data Table on Healthcare and life sciences - Year-over-year growth 2024-2029 (%)
10.5 IT and telecommunications - Market size and forecast 2024-2029
Chart on IT and telecommunications - Market size and forecast 2024-2029 ($ million)
Data Table on IT and telecommunications - Market size and forecast 2024-2029 ($ million)
Chart on IT and telecommunications - Year-over-year growth 2024-2029 (%)
Data Table on IT and telecommunications - Year-over-year growth 2024-2029 (%)
10.6 Retail and E-commerce - Market size and forecast 2024-2029
Chart on Retail and E-commerce - Market size and forecast 2024-2029 ($ million)
Data Table on Retail and E-commerce - Market size and forecast 2024-2029 ($ million)
Chart on Retail and E-commerce - Year-over-year growth 2024-2029 (%)
Data Table on Retail and E-commerce - Year-over-year growth 2024-2029 (%)
10.7 Others - Market size and forecast 2024-2029
Chart on Others - Market size and forecast 2024-2029 ($ million)
Data Table on Others - Market size and forecast 2024-2029 ($ million)
Chart on Others - Year-over-year growth 2024-2029 (%)
Data Table on Others - Year-over-year growth 2024-2029 (%)
10.8 Market opportunity by Industry Application
Market opportunity by Industry Application ($ million)
Data Table on Market opportunity by Industry Application ($ million)
11 Customer Landscape
11.1 Customer landscape overview
Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
12 Geographic Landscape
12.1 Geographic segmentation
Chart on Market share By Geographical Landscape 2024-2029 (%)
Data Table on Market share By Geographical Landscape 2024-2029 (%)
12.2 Geographic comparison
Chart on Geographic comparison
Data Table on Geographic comparison
12.3 North America - Market size and forecast 2024-2029
Chart on North America - Market size and forecast 2024-2029 ($ million)
Data Table on North America - Market size and forecast 2024-2029 ($ million)
Chart on North America - Year-over-year growth 2024-2029 (%)
Data Table on North America - Year-over-year growth 2024-2029 (%)
12.4 Europe - Market size and forecast 2024-2029
Chart on Europe - Market size and forecast 2024-2029 ($ million)
Data Table on Europe - Market size and forecast 2024-2029 ($ million)
Chart on Europe - Year-over-year growth 2024-2029 (%)
Data Table on Europe - Year-over-year growth 2024-2029 (%)
12.5 APAC - Market size and forecast 2024-2029
Chart on APAC - Market size and forecast 2024-2029 ($ million)
Data Table on APAC - Market size and forecast 2024-2029 ($ million)
Chart on APAC - Year-over-year growth 2024-2029 (%)
Data Table on APAC - Year-over-year growth 2024-2029 (%)
12.6 South America - Market size and forecast 2024-2029
Chart on South America - Market size and forecast 2024-2029 ($ million)
Data Table on South America - Market size and forecast 2024-2029 ($ million)
Chart on South America - Year-over-year growth 2024-2029 (%)
Data Table on South America - Year-over-year growth 2024-2029 (%)
12.7 Middle East and Africa - Market size and forecast 2024-2029
Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
12.8 US - Market size and forecast 2024-2029
Chart on US - Market size and forecast 2024-2029 ($ million)
Data Table on US - Market size and forecast 2024-2029 ($ million)
Chart on US - Year-over-year growth 2024-2029 (%)
Data Table on US - Year-over-year growth 2024-2029 (%)
12.9 China - Market size and forecast 2024-2029
Chart on China - Market size and forecast 2024-2029 ($ million)
Data Table on China - Market size and forecast 2024-2029 ($ million)
Chart on China - Year-over-year growth 2024-2029 (%)
Data Table on China - Year-over-year growth 2024-2029 (%)
12.10 Canada - Market size and forecast 2024-2029
Chart on Canada - Market size and forecast 2024-2029 ($ million)
Data Table on Canada - Market size and forecast 2024-2029 ($ million)
Chart on Canada - Year-over-year growth 2024-2029 (%)
Data Table on Canada - Year-over-year growth 2024-2029 (%)
12.11 Germany - Market size and forecast 2024-2029
Chart on Germany - Market size and forecast 2024-2029 ($ million)
Data Table on Germany - Market size and forecast 2024-2029 ($ million)
Chart on Germany - Year-over-year growth 2024-2029 (%)
Data Table on Germany - Year-over-year growth 2024-2029 (%)
12.12 UK - Market size and forecast 2024-2029
Chart on UK - Market size and forecast 2024-2029 ($ million)
Data Table on UK - Market size and forecast 2024-2029 ($ million)
Chart on UK - Year-over-year growth 2024-2029 (%)
Data Table on UK - Year-over-year growth 2024-2029 (%)
12.13 France - Market size and forecast 2024-2029
Chart on France - Market size and forecast 2024-2029 ($ million)
Data Table on France - Market size and forecast 2024-2029 ($ million)
Chart on France - Year-over-year growth 2024-2029 (%)
Data Table on France - Year-over-year growth 2024-2029 (%)
12.14 Brazil - Market size and forecast 2024-2029
Chart on Brazil - Market size and forecast 2024-2029 ($ million)
Data Table on Brazil - Market size and forecast 2024-2029 ($ million)
Chart on Brazil - Year-over-year growth 2024-2029 (%)
Data Table on Brazil - Year-over-year growth 2024-2029 (%)
12.15 India - Market size and forecast 2024-2029
Chart on India - Market size and forecast 2024-2029 ($ million)
Data Table on India - Market size and forecast 2024-2029 ($ million)
Chart on India - Year-over-year growth 2024-2029 (%)
Data Table on India - Year-over-year growth 2024-2029 (%)
12.16 Italy - Market size and forecast 2024-2029
Chart on Italy - Market size and forecast 2024-2029 ($ million)
Data Table on Italy - Market size and forecast 2024-2029 ($ million)
Chart on Italy - Year-over-year growth 2024-2029 (%)
Data Table on Italy - Year-over-year growth 2024-2029 (%)
12.17 Japan - Market size and forecast 2024-2029
Chart on Japan - Market size and forecast 2024-2029 ($ million)
Data Table on Japan - Market size and forecast 2024-2029 ($ million)
Chart on Japan - Year-over-year growth 2024-2029 (%)
Data Table on Japan - Year-over-year growth 2024-2029 (%)
12.18 Market opportunity By Geographical Landscape
Market opportunity By Geographical Landscape ($ million)
Data Tables on Market opportunity By Geographical Landscape ($ million)
13 Drivers, Challenges, and Opportunity/Restraints
13.1 Market drivers
13.2 Market challenges
13.3 Impact of drivers and challenges
Impact of drivers and challenges in 2024 and 2029
13.4 Market opportunities/restraints
14 Competitive Landscape
14.1 Overview
14.2 Competitive Landscape
Overview on criticality of inputs and factors of differentiation
14.3 Landscape disruption
Overview on factors of disruption
14.4 Industry risks
Impact of key risks on business
15 Competitive Analysis
15.1 Companies profiled
15.2 Company ranking index
15.3 Market positioning of companies
Matrix on companies position and classification
15.4 Amazon.com Inc.
Amazon.com Inc. - Overview
Amazon.com Inc. - Business segments
Amazon.com Inc. - Key news
Amazon.com Inc. - Key offerings
Amazon.com Inc. - Segment focus
SWOT
15.5 Anthropic
Anthropic - Overview
Anthropic - Product / Service
Anthropic - Key offerings
SWOT
15.6 Arize AI, Inc.
Arize AI, Inc. - Overview
Arize AI, Inc. - Product / Service
Arize AI, Inc. - Key offerings
SWOT
15.7 Comet ML Inc.
Comet ML Inc. - Overview
Comet ML Inc. - Product / Service
Comet ML Inc. - Key offerings
SWOT
15.8 Databricks Inc.
Databricks Inc. - Overview
Databricks Inc. - Product / Service
Databricks Inc. - Key offerings
SWOT
15.9 Evidently AI
Evidently AI - Overview
Evidently AI - Product / Service
Evidently AI - Key offerings
SWOT
15.10 Fiddler Labs Inc.
Fiddler Labs Inc. - Overview
Fiddler Labs Inc. - Product / Service
Fiddler Labs Inc. - Key offerings
SWOT
15.11 Google LLC
Google LLC - Overview
Google LLC - Product / Service
Google LLC - Key offerings
SWOT
15.12 Hugging Face
Hugging Face - Overview
Hugging Face - Product / Service
Hugging Face - Key offerings
SWOT
15.13 International Business Machines Corp.
International Business Machines Corp. - Overview
International Business Machines Corp. - Business segments
International Business Machines Corp. - Key news
International Business Machines Corp. - Key offerings
International Business Machines Corp. - Segment focus
SWOT
15.14 Microsoft Corp.
Microsoft Corp. - Overview
Microsoft Corp. - Business segments
Microsoft Corp. - Key news
Microsoft Corp. - Key offerings
Microsoft Corp. - Segment focus
SWOT
15.15 Scale
Scale - Overview
Scale - Product / Service
Scale - Key offerings
SWOT
15.16 Seldon Technologies
Seldon Technologies - Overview
Seldon Technologies - Product / Service
Seldon Technologies - Key offerings
SWOT
15.17 Weights and Biases
Weights and Biases - Overview
Weights and Biases - Product / Service
Weights and Biases - Key offerings
SWOT
15.18 WhyLabs, Inc.
WhyLabs, Inc. - Overview
WhyLabs, Inc. - Product / Service
WhyLabs, Inc. - Key offerings
SWOT
16 Appendix
16.1 Scope of the report
16.2 Inclusions and exclusions checklist
Inclusions checklist
Exclusions checklist
16.3 Currency conversion rates for US$
Currency conversion rates for US$
16.4 Research methodology
16.5 Data procurement
16.6 Data validation
16.7 Validation techniques employed for market sizing
Validation techniques employed for market sizing
16.8 Data synthesis
16.9 360 degree market analysis
360 degree market analysis
16.10 List of abbreviations