Global ModelOps Market Size, Share, Trends, Industry Analysis Report: Information By Offering, By Model Type, By Application, By Verticals, and By Region - Market Forecast, 2024

Description

List of Tables

The global ModelOps market size is expected to reach USD 70.07 billion by 2032, according to a new study by Polaris Market Research. The report "Global ModelOps Market Size, Share, Trends, Industry Analysis Report: By Offering (Platforms, Services), By Model Type, By Application, By Verticals, and By Region (North America, Europe, Asia-Pacific, Latin America, and Middle East & Africa) - Market Forecast, 2024 - 2032" gives a detailed insight into current market dynamics and provides analysis on future market growth.

The ModelOps market is being driven by the increasing use of AI and ML in various industries to integrate them into business operations. Companies are incorporating AI and ML into their business processes to gain a competitive edge, improve operational efficiency, and provide personalized customer experiences. Additionally, ModelOps enables the continuous integration and delivery of AI solutions, establishing a framework for automating and streamlining business operations. The growing need for integrating AI solutions into businesses is fueling the expansion of the ModelOps market.

In addition, the expansion of data generation is propelling the ModelOps market as it necessitates comprehensive data management strategies. Data volumes are rapidly increasing across industries due to advancements in IoT, social media, e-commerce, and other digital channels. Organizations are using machine learning models to extract actionable insights from this explosion of data. Therefore, the increasing amount of data requires platforms like ModelOps and DataOps, thus contributing to the market growth for ModelOps.

The growth of the ModelOps market is being fueled by the advancement in automated machine learning (AutoML) platforms. Businesses are consistently introducing AutoML platforms to make machine learning accessible to non-experts and other companies. Furthermore, competition in the market is driven by companies offering inclusive ModelOps platforms that are integrated with cloud and AI services. Consequently, players are using their significant resources and customer bases to improve ModelOps capabilities, further driving the ModelOps industry size.

ModelOps Market Report Highlights

The monitoring and alerting segment in the ModelOps market is expected to experience substantial growth over the forecast period due to the escalating utilization of artificial intelligence and machine learning models in diverse industries, creating a demand for solutions that ensure the optimal performance of these models.

The BFSI sector dominated the ModelOps industry because BFSI institutions widely utilize decision-making models in banking, credit, and investment functions.

In the global market, the North American ModelOps market has the highest revenue share due to the presence of numerous established and emerging ModelOps companies such as Verta, SAS Institute Inc., ModelOp, Teradata, and IBM in the North American region.

The global key market players are Altair Engineering Inc., C3.ai, Inc., Cloud Software Group, Inc., Databricks, DataKitchen, Inc., Datatron, Domino Data Lab, Inc., Giggso, IBM, LeewayHertz, Minitab, LLC, ModelOp, Palantir Technologies Inc., SAS Institute Inc., Sparkling Logic, Teradata, Veritone, Inc., and Verta.

Polaris Market Research has segmented the ModelOps market report based on offering, model type, application, verticals, and region:

ModelOps, Offering Outlook (Revenue - USD Billion, 2019 - 2032)

Platforms
By Type
Development & Experimentation Platforms
Monitoring & Observability Tools
Automated Machine Learning (AutoML) Platforms
Performance Tracking & Management Platforms
Model Explainability & Interpretability Tools
Serving & Deployment Tools
Other types
By Deployment Mode
Cloud
On-Premises
Services
Consulting Services
Deployment & Integration
System & Maintenance

ModelOps, Model Type Outlook (Revenue - USD Billion, 2019 - 2032)

Agent-Based Models
Bring Your Own Models
Graph-Based Models
Linguistic Models
ML Models
Rule & Heuristic Models
Others

ModelOps, Application Outlook (Revenue - USD Billion, 2019 - 2032)

Batch Scoring
Continuous Integration/Continuous Deployment
Dashboard & Reporting
Governance, Risk and Compliance
Model Lifecycle Management
Monitoring & Alerting
Parallelization & Distributed Computing
Others

ModelOps, Verticals Outlook (Revenue - USD Billion, 2019 - 2032)

BFSI
Energy & Utilities
Government & Defense
Healthcare & Life sciences
IT/ITeS
Manufacturing
Retail & eCommerce
Telecommunications
Transportation & Logistics
Others

ModelOps, Regional Outlook (Revenue - USD Billion, 2019 - 2032)

North America
U.S.
Canada
Europe
Germany
UK
France
Italy
Spain
Russia
Netherlands
Rest of Europe
Asia Pacific
China
India
Japan
South Korea
Indonesia
Malaysia
Australia
Rest of APAC
Latin America
Argentina
Brazil
Mexico
Rest of Latin America
Middle East & Africa
UAE
Saudi Arabia
Israel
South Africa
Rest of MEA

Product Code: PM5010

1. Introduction

1.1. Report Description
- 1.1.1. Objectives of the Study
- 1.1.2. Market Scope
- 1.1.3. Assumptions
1.2. Stakeholders

2. Executive Summary

2.1. Market Highlights

3. Research Methodology

3.1. Overview
- 3.1.1. Data Mining
3.2. Data Sources
- 3.2.1. Primary Sources
- 3.2.2. Secondary Sources

4. Global ModelOps Market Insights

4.1. ModelOps Market - Market Snapshot
4.2. ModelOps Market Dynamics
- 4.2.1. Drivers and Opportunities
  - 4.2.1.1. Technological Advancements in AutoML Applications Are Driving the ModelOps Market Growth
  - 4.2.1.2. Increasing Global Footprint of IT/ITeS Companies Is Propelling the ModelOps Market Size
- 4.2.2. Restraints and Challenges
  - 4.2.2.1. Complexity of Model Management
4.3. Porter's Five Forces Analysis
- 4.3.1. Bargaining Power of Suppliers (Moderate)
- 4.3.2. Threats of New Entrants: (Low)
- 4.3.3. Bargaining Power of Buyers (Moderate)
- 4.3.4. Threat of Substitute (Moderate)
- 4.3.5. Rivalry among existing firms (High)
4.4. PESTEL Analysis
4.5. ModelOps Market Trends
4.6. Value Chain Analysis
4.7. COVID-19 Impact Analysis

5. Global ModelOps Market, by Offering

5.1. Key Findings
5.2. Introduction
- 5.2.1. Global ModelOps Market, by Offering, 2019-2032 (USD Billion)
5.3. Platforms
- 5.3.1. Global ModelOps Market, by Platforms, by Region, 2019-2032 (USD Billion)
- 5.3.2. By Type
  - 5.3.2.1. Global ModelOps Market, by Model Type, by Region, 2019-2032 (USD Billion)
  - 5.3.2.2. Development & Experimentation Applications
  - 5.3.2.2.1. Global ModelOps Market, by Development & Experimentation Applications, by Region, 2019-2032 (USD Billion)
  - 5.3.2.3. Monitoring & Observability Tools
  - 5.3.2.3.1. Global ModelOps Market, by Monitoring & Observability Tools, by Region, 2019-2032 (USD Billion)
  - 5.3.2.4. Automated Machine Learning (AutoML) Applications
  - 5.3.2.4.1. Global ModelOps Market, by Automated Machine Learning (AutoML) Applications, by Region, 2019-2032 (USD Billion)
  - 5.3.2.5. Performance Tracking & Management Applications
  - 5.3.2.5.1. Global ModelOps Market, by Performance Tracking & Management Applications, by Region, 2019-2032 (USD Billion)
  - 5.3.2.6. Model Explainability & Interpretability Tools
  - 5.3.2.6.1. Global ModelOps Market, by Model Explainability & Interpretability Tools, by Region, 2019-2032 (USD Billion)
  - 5.3.2.7. Serving & Deployment Tools
  - 5.3.2.7.1. Global ModelOps Market, by Serving & Deployment Tools, by Region, 2019-2032 (USD Billion)
  - 5.3.2.8. Other types
  - 5.3.2.8.1. Global ModelOps Market, by Other types, by Region, 2019-2032 (USD Billion)
- 5.3.3. By Deployment Mode
  - 5.3.3.1. Global ModelOps Market, by Deployment Mode, by Region, 2019-2032 (USD Billion)
  - 5.3.3.2. Cloud
  - 5.3.3.2.1. Global ModelOps Market, by Cloud, by Region, 2019-2032 (USD Billion)
  - 5.3.3.3. On-Premises
  - 5.3.3.3.1. Global ModelOps Market, by On-Premises, by Region, 2019-2032 (USD Billion)
5.4. Services
- 5.4.1. Global ModelOps Market, by Services, by Region, 2019-2032 (USD Billion)
- 5.4.2. Consulting Services
  - 5.4.2.1. Global ModelOps Market, by Consulting Services, by Region, 2019-2032 (USD Billion)
- 5.4.3. Deployment & Integration
  - 5.4.3.1. Global ModelOps Market, by Deployment & Integration, by Region, 2019-2032 (USD Billion)
- 5.4.4. System & Maintenance
  - 5.4.4.1. Global ModelOps Market, by System & Maintenance, by Region, 2019-2032 (USD Billion)

6. Global ModelOps Market, by Model Type

6.1. Key Findings
6.2. Introduction
- 6.2.1. Global ModelOps Market, by Model Type, 2019-2032 (USD Billion)
6.3. Agent-Based Models
- 6.3.1. Global ModelOps Market, by Agent-Based Models, by Region, 2019-2032 (USD Billion)
6.4. Bring Your Own Models
- 6.4.1. Global ModelOps Market, by Bring Your Own Models, by Region, 2019-2032 (USD Billion)
6.5. Graph-Based Models
- 6.5.1. Global ModelOps Market, by Graph-Based Models, by Region, 2019-2032 (USD Billion)
6.6. Linguistic Models
- 6.6.1. Global ModelOps Market, by Linguistic Models, by Region, 2019-2032 (USD Billion)
6.7. ML Models
- 6.7.1. Global ModelOps Market, by ML Models, by Region, 2019-2032 (USD Billion)
6.8. Rule & Heuristic Models
- 6.8.1. Global ModelOps Market, by Rule & Heuristic Models, by Region, 2019-2032 (USD Billion)
6.9. Others
- 6.9.1. Global ModelOps Market, by Others, by Region, 2019-2032 (USD Billion)

7. Global ModelOps Market, by Application

7.1. Key Findings
7.2. Introduction
- 7.2.1. Global ModelOps Market, by Application, 2019-2032 (USD Billion)
7.3. Batch Scoring
- 7.3.1. Global ModelOps Market, by Batch Scoring, by Region, 2019-2032 (USD Billion)
7.4. Continuous Integration/Continuous Deployment
- 7.4.1. Global ModelOps Market, by Continuous Integration/Continuous Deployment, by Region, 2019-2032 (USD Billion)
7.5. Dashboard & Reporting
- 7.5.1. Global ModelOps Market, by Dashboard & Reporting, by Region, 2019-2032 (USD Billion)
7.6. Governance, Risk and Compliance
- 7.6.1. Global ModelOps Market, by Governance, Risk and Compliance, by Region, 2019-2032 (USD Billion)
7.7. Model Lifecycle Management
- 7.7.1. Global ModelOps Market, by Model Lifecycle Management, by Region, 2019-2032 (USD Billion)
7.8. Monitoring & Alerting
- 7.8.1. Global ModelOps Market, by Monitoring & Alerting, by Region, 2019-2032 (USD Billion)
7.9. Parallelization & Distributed Computing
- 7.9.1. Global ModelOps Market, by Parallelization & Distributed Computing, by Region, 2019-2032 (USD Billion)
7.10. Others
- 7.10.1. Global ModelOps Market, by Others, by Region, 2019-2032 (USD Billion)

8. Global ModelOps Market, by Verticals

8.1. Key Findings
8.2. Introduction
- 8.2.1. Global ModelOps Market, by Verticals, 2019-2032 (USD Billion)
8.3. BFSI
- 8.3.1. Global ModelOps Market, by BFSI, by Region, 2019-2032 (USD Billion)
8.4. Energy & Utilities
- 8.4.1. Global ModelOps Market, by Energy & Utilities, by Region, 2019-2032 (USD Billion)
8.5. Government & Defense
- 8.5.1. Global ModelOps Market, by Government & Defense, by Region, 2019-2032 (USD Billion)
8.6. Healthcare & Life sciences
- 8.6.1. Global ModelOps Market, by Healthcare & Life sciences, by Region, 2019-2032 (USD Billion)
8.7. IT/ITeS
- 8.7.1. Global ModelOps Market, by IT/ITeS, by Region, 2019-2032 (USD Billion)
8.8. Manufacturing
- 8.8.1. Global ModelOps Market, by Manufacturing, by Region, 2019-2032 (USD Billion)
8.9. Retail & eCommerce
- 8.9.1. Global ModelOps Market, by Retail & eCommerce, by Region, 2019-2032 (USD Billion)
8.10. Telecommunications
- 8.10.1. Global ModelOps Market, by Telecommunications, by Region, 2019-2032 (USD Billion)
8.11. Transportation & Logistics
- 8.11.1. Global ModelOps Market, by Transportation & Logistics, by Region, 2019-2032 (USD Billion)
8.12. Others
- 8.12.1. Global ModelOps Market, by Others, by Region, 2019-2032 (USD Billion)

9. Global ModelOps Market, by Geography

9.1. Key Findings
9.2. Introduction
- 9.2.1. ModelOps Market Assessment, By Geography, 2019-2032 (USD Billion)
9.3. ModelOps Market - North America
- 9.3.1. North America: ModelOps Market, by Offering, 2019-2032 (USD Billion)
- 9.3.2. North America: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
- 9.3.3. North America: ModelOps Market, by Application, 2019-2032 (USD Billion)
- 9.3.4. North America: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.3.5. ModelOps Market - U.S.
  - 9.3.5.1. U.S.: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.3.5.2. U.S.: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.3.5.3. U.S.: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.3.5.4. U.S.: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.3.6. ModelOps Market - Canada
  - 9.3.6.1. Canada: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.3.6.2. Canada: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.3.6.3. Canada: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.3.6.4. Canada: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
9.4. ModelOps Market - Europe
- 9.4.1. Europe: ModelOps Market, by Offering, 2019-2032 (USD Billion)
- 9.4.2. Europe: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
- 9.4.3. Europe: ModelOps Market, by Application, 2019-2032 (USD Billion)
- 9.4.4. Europe: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.4.5. ModelOps Market - UK
  - 9.4.5.1. UK: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.4.5.2. UK: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.4.5.3. UK: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.4.5.4. UK: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.4.6. ModelOps Market - France
  - 9.4.6.1. France: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.4.6.2. France: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.4.6.3. France: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.4.6.4. France: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.4.7. ModelOps Market - Germany
  - 9.4.7.1. Germany: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.4.7.2. Germany: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.4.7.3. Germany: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.4.7.4. Germany: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.4.8. ModelOps Market - Italy
  - 9.4.8.1. Italy: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.4.8.2. Italy: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.4.8.3. Italy: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.4.8.4. Italy: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.4.9. ModelOps Market - Spain
  - 9.4.9.1. Spain: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.4.9.2. Spain: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.4.9.3. Spain: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.4.9.4. Spain: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.4.10. ModelOps Market - Netherlands
  - 9.4.10.1. Netherlands: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.4.10.2. Netherlands: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.4.10.3. Netherlands: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.4.10.4. Netherlands: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.4.11. ModelOps Market - Russia
  - 9.4.11.1. Russia: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.4.11.2. Russia: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.4.11.3. Russia: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.4.11.4. Russia: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.4.12. ModelOps Market - Rest of Europe
  - 9.4.12.1. Rest of Europe: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.4.12.2. Rest of Europe: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.4.12.3. Rest of Europe: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.4.12.4. Rest of Europe: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
9.5. ModelOps Market - Asia Pacific
- 9.5.1. Asia Pacific: ModelOps Market, by Offering, 2019-2032 (USD Billion)
- 9.5.2. Asia Pacific: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
- 9.5.3. Asia Pacific: ModelOps Market, by Application, 2019-2032 (USD Billion)
- 9.5.4. Asia Pacific: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.5.5. ModelOps Market - China
  - 9.5.5.1. China: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.5.5.2. China: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.5.5.3. China: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.5.5.4. China: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.5.6. ModelOps Market - India
  - 9.5.6.1. India: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.5.6.2. India: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.5.6.3. India: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.5.6.4. India: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.5.7. ModelOps Market - Malaysia
  - 9.5.7.1. Malaysia: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.5.7.2. Malaysia: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.5.7.3. Malaysia: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.5.7.4. Malaysia: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.5.8. ModelOps Market - Japan
  - 9.5.8.1. Japan: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.5.8.2. Japan: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.5.8.3. Japan: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.5.8.4. Japan: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.5.9. ModelOps Market - Indonesia
  - 9.5.9.1. Indonesia: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.5.9.2. Indonesia: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.5.9.3. Indonesia: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.5.9.4. Indonesia: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.5.10. ModelOps Market - South Korea
  - 9.5.10.1. South Korea: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.5.10.2. South Korea: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.5.10.3. South Korea: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.5.10.4. South Korea: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.5.11. ModelOps Market - Australia
  - 9.5.11.1. Australia: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.5.11.2. Australia: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.5.11.3. Australia: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.5.11.4. Australia: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.5.12. ModelOps Market - Rest of Asia Pacific
  - 9.5.12.1. Rest of Asia Pacific: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.5.12.2. Rest of Asia Pacific: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.5.12.3. Rest of Asia Pacific: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.5.12.4. Rest of Asia Pacific: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
9.6. ModelOps Market - Middle East & Africa
- 9.6.1. Middle East & Africa: ModelOps Market, by Offering, 2019-2032 (USD Billion)
- 9.6.2. Middle East & Africa: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
- 9.6.3. Middle East & Africa: ModelOps Market, by Application, 2019-2032 (USD Billion)
- 9.6.4. Middle East & Africa: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.6.5. ModelOps Market - Saudi Arabia
  - 9.6.5.1. Saudi Arabia: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.6.5.2. Saudi Arabia: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.6.5.3. Saudi Arabia: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.6.5.4. Saudi Arabia: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.6.6. ModelOps Market - UAE
  - 9.6.6.1. UAE: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.6.6.2. UAE: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.6.6.3. UAE: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.6.6.4. UAE: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.6.7. ModelOps Market - Israel
  - 9.6.7.1. Israel: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.6.7.2. Israel: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.6.7.3. Israel: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.6.7.4. Israel: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.6.8. ModelOps Market - South Africa
  - 9.6.8.1. South Africa: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.6.8.2. South Africa: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.6.8.3. South Africa: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.6.8.4. South Africa: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.6.9. ModelOps Market - Rest of Middle East & Africa
  - 9.6.9.1. Rest of Middle East & Africa: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.6.9.2. Rest of Middle East & Africa: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.6.9.3. Rest of Middle East & Africa: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.6.9.4. Rest of Middle East & Africa: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
9.7. ModelOps Market - Latin America
- 9.7.1. Latin America: ModelOps Market, by Offering, 2019-2032 (USD Billion)
- 9.7.2. Latin America: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
- 9.7.3. Latin America: ModelOps Market, by Application, 2019-2032 (USD Billion)
- 9.7.4. Latin America: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.7.5. ModelOps Market - Mexico
  - 9.7.5.1. Mexico: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.7.5.2. Mexico: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.7.5.3. Mexico: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.7.5.4. Mexico: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.7.6. ModelOps Market - Brazil
  - 9.7.6.1. Brazil: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.7.6.2. Brazil: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.7.6.3. Brazil: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.7.6.4. Brazil: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.7.7. ModelOps Market - Argentina
  - 9.7.7.1. Argentina: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.7.7.2. Argentina: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.7.7.3. Argentina: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.7.7.4. Argentina: ModelOps Market, by Verticals, 2019-2032 (USD Billion)
- 9.7.8. ModelOps Market - Rest of Latin America
  - 9.7.8.1. Rest of Latin America: ModelOps Market, by Offering, 2019-2032 (USD Billion)
  - 9.7.8.2. Rest of Latin America: ModelOps Market, by Model Type, 2019-2032 (USD Billion)
  - 9.7.8.3. Rest of Latin America: ModelOps Market, by Application, 2019-2032 (USD Billion)
  - 9.7.8.4. Rest of Latin America: ModelOps Market, by Verticals, 2019-2032 (USD Billion)

10. Competitive Landscape

10.1. Expansion and Acquisition Analysis
- 10.1.1. Expansion
- 10.1.2. Acquisitions
10.2. Partnerships/Collaborations/Agreements/Exhibitions

11. Company Profiles

11.1. Altair Engineering Inc.
- 11.1.1. Company Overview
- 11.1.2. Financial Performance
- 11.1.3. Product Benchmarking
- 11.1.4. Recent Development
11.2. C3.ai, Inc.
- 11.2.1. Company Overview
- 11.2.2. Financial Performance
- 11.2.3. Product Benchmarking
- 11.2.4. Recent Development
11.3. Cloud Software Group, Inc.
- 11.3.1. Company Overview
- 11.3.2. Financial Performance
- 11.3.3. Product Benchmarking
- 11.3.4. Recent Development
11.4. Databricks
- 11.4.1. Company Overview
- 11.4.2. Financial Performance
- 11.4.3. Product Benchmarking
- 11.4.4. Recent Development
11.5. DataKitchen, Inc.
- 11.5.1. Company Overview
- 11.5.2. Financial Performance
- 11.5.3. Product Benchmarking
- 11.5.4. Recent Development
11.6. Datatron
- 11.6.1. Company Overview
- 11.6.2. Financial Performance
- 11.6.3. Product Benchmarking
- 11.6.4. Recent Development
11.7. Domino Data Lab, Inc.
- 11.7.1. Company Overview
- 11.7.2. Financial Performance
- 11.7.3. Product Benchmarking
- 11.7.4. Recent Development
11.8. Giggso
- 11.8.1. Company Overview
- 11.8.2. Financial Performance
- 11.8.3. Product Benchmarking
- 11.8.4. Recent Development
11.9. IBM
- 11.9.1. Company Overview
- 11.9.2. Financial Performance
- 11.9.3. Product Benchmarking
- 11.9.4. Recent Development
11.10. LeewayHertz
- 11.10.1. Company Overview
- 11.10.2. Financial Performance
- 11.10.3. Product Benchmarking
- 11.10.4. Recent Development
11.11. Minitab, LLC
- 11.11.1. Company Overview
- 11.11.2. Financial Performance
- 11.11.3. Product Benchmarking
- 11.11.4. Recent Development
11.12. ModelOp
- 11.12.1. Company Overview
- 11.12.2. Financial Performance
- 11.12.3. Product Benchmarking
- 11.12.4. Recent Development
11.13. Palantir Technologies Inc.
- 11.13.1. Company Overview
- 11.13.2. Financial Performance
- 11.13.3. Product Benchmarking
- 11.13.4. Recent Development
11.14. SAS Institute Inc.
- 11.14.1. Company Overview
- 11.14.2. Financial Performance
- 11.14.3. Product Benchmarking
- 11.14.4. Recent Development
11.15. Sparkling Logic
- 11.15.1. Company Overview
- 11.15.2. Financial Performance
- 11.15.3. Product Benchmarking
- 11.15.4. Recent Development
11.16. Teradata
- 11.16.1. Company Overview
- 11.16.2. Financial Performance
- 11.16.3. Product Benchmarking
- 11.16.4. Recent Development
11.17. Veritone, Inc.
- 11.17.1. Company Overview
- 11.17.2. Financial Performance
- 11.17.3. Product Benchmarking
- 11.17.4. Recent Development
11.18. Verta
- 11.18.1. Company Overview
- 11.18.2. Financial Performance
- 11.18.3. Product Benchmarking
- 11.18.4. Recent Development