ㅁ Add-on 가능: 고객의 요청에 따라 일정한 범위 내에서 Customization이 가능합니다. 자세한 사항은 문의해 주시기 바랍니다.
ㅁ 보고서에 따라 최신 정보로 업데이트하여 보내드립니다. 배송기일은 문의해 주시기 바랍니다.
한글목차
모델옵스(ModelOps) 시장 규모는 향후 수년간 비약적인 성장이 예상될 예정입니다. 예측 기간의 성장은 데이터 세대 증가, 중소기업의 성장에 기인하고 있습니다. 이 기간의 주요 동향은 사물 인터넷(IoT) 장치의 통합, 자기 최적화 모델과 적응 모델의 개발, 노코드/로우 코드 ModelOps 플랫폼의 상승, ModelOps 솔루션의 진화, 지속적인 기술 혁신 등이 있습니다.
통신업계의 성장은 모델옵스(ModelOps) 시장의 확대를 크게 촉진할 것으로 예측됩니다. 5G 기술의 전개, 클라우드 컴퓨팅과 엣지 컴퓨팅의 대두, 지방의 접속성 향상에의 대처, 디지털 변혁의 진행 등의 요인에 의해 성장을 이루고 있습니다. 자동화하고 네트워크 성능을 향상시키고 고객 경험을 개선함으로써 통신 분야에서 중요한 역할을 수행하고 있습니다. 예를 들어, 도이치텔레콤의 연례 보고서 2023에 따르면 2023년 전 세계 통신 서비스 매출은 전년 대비 3.3% 성장했습니다. 유럽에서는 사용자 1인당 월간 평균 모바일 데이터 소비량이 전년보다 23% 증가하여 16GB에 이르렀습니다.
모델옵스(ModelOps) 시장 주요 기업은 혁신적인 솔루션 개발에 주력하고 있습니다. 셀프 서비스 액세스를 통해 데이터 사이언스자 및 개발자와 같은 사용자는 머신러닝 모델을 독자적으로 배포, 관리 및 모니터링할 수 있어 IT 팀에 대한 의존도가 낮아집니다. 예를 들어, 2022년 7월, 미국에 본사를 둔 소프트웨어 개발 회사인 TIBCO Software Inc.는 조직 전반에서 AI 모델의 배포 및 관리를 개선하기 위해 설계된 솔루션인 TIBCO ModelOps를 출시했습니다. 이 플랫폼은 데이터 사이언스, 시각화, 비즈니스 인텔리전스 전문 지식을 활용하고 알고리즘 투명성, 바이어스 완화, 비즈니스 용도과의 통합과 같은 주요 과제를 해결함으로써 AI 배포를 가속화합니다. 모든 모델 형식을 지원하고 클라우드와 온프레미스 환경에서 완벽한 거버넌스를 통해 완벽한 배포를 가능하게 합니다.
목차
제1장 주요 요약
제2장 시장 특징
제3장 시장 동향과 전략
제4장 시장 - 거시경제 시나리오 금리, 인플레이션, 지정학, 신형 코로나 바이러스 감염의 영향과 회복이 시장에 미치는 영향을 포함한 거시경제 시나리오
제5장 세계의 성장 분석과 전략 분석 프레임워크
세계의 모델옵스(ModelOps) PESTEL 분석(정치, 사회, 기술, 환경, 법적 요인, 성장 촉진요인과 억제요인)
최종 이용 산업의 분석
세계의 모델옵스(ModelOps) 시장 : 성장률 분석
세계의 모델옵스(ModelOps) 시장 실적 : 규모와 성장(2019-2024년)
세계의 모델옵스(ModelOps) 시장 예측 : 규모와 성장(2024-2029년, 2034년)
세계의 모델옵스(ModelOps) 전체 시장(TAM)
제6장 시장 세분화
세계의 모델옵스(ModelOps) 시장 : 모델 유형별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
머신러닝(ML) 모델
그래프 기반 모델
규칙 및 휴리스틱 모델
언어 모델
에이전트 기반 모델
나만의 모델
기타 모델 유형
세계의 모델옵스(ModelOps) 시장 : 제공별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
플랫폼
배포 모드
서비스
세계의 모델옵스(ModelOps) 시장 : 용도별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
지속적인 통합 및 지속적인 배포
배치 스코어링
거버넌스, 리스크, 규정 준수
병렬화 및 분산 컴퓨팅
모니터링 및 경고
대시보드 및 보고
모델 수명 주기 관리
기타 용도
세계의 모델옵스(ModelOps) 시장 : 업계별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
은행/금융서비스/보험
소매 및 전자상거래
헬스케어 및 생명과학
통신
정보기술(IT) 및 정보기술 대응 서비스(ITeS)
에너지 및 유틸리티
제조
운송 및 물류
정부 및 방위
기타 산업
세계의 모델옵스(ModelOps) 시장 : 머신러닝(ML) 모델 유형별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
지도 학습 모델
비지도 학습 모델
강화 학습 모델
딥러닝 모델
세계의 모델옵스(ModelOps) 시장 : 그래프 기반 모델 유형별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
지식 그래프
그래프 신경망(GNN)
소셜 네트워크 분석 모델
추천 시스템 모델
세계의 모델옵스(ModelOps) 시장 : 규칙 및 휴리스틱 모델 유형별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
의사 결정 트리 모델
전문가 시스템
워크플로우 자동화 모델
비즈니스 규칙 엔진
세계의 모델옵스(ModelOps) 시장 : 언어 모델 유형별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
자연언어처리(NLP) 모델
감정 분석 모델
텍스트 분류 모델
음성 인식 모델
세계의 모델옵스(ModelOps) 시장 : 에이전트 기반 모델 유형별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
멀티 에이전트 시뮬레이션 모델
행동 모델
자율 시스템 모델
게임 이론 모델
세계의 모델옵스(ModelOps) 시장 : 나만의 모델 유형별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
맞춤형 독자 모델
타사 소스의 사전 학습 모델
오픈소스 모델
공급업체 고유의 적응형 모델
세계의 모델옵스(ModelOps) 시장 : 기타 모델 유형별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
예측 분석 모델
확률 모델
최적화 모델
하이브리드 모델(2유형 이상의 조합)
제7장 지역별/국가별 분석
세계의 모델옵스(ModelOps) 시장 : 지역별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
세계의 모델옵스(ModelOps) 시장 : 국가별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
제8장 아시아태평양 시장
제9장 중국 시장
제10장 인도 시장
제11장 일본 시장
제12장 호주 시장
제13장 인도네시아 시장
제14장 한국 시장
제15장 서유럽 시장
제16장 영국 시장
제17장 독일 시장
제18장 프랑스 시장
제19장 이탈리아 시장
제20장 스페인 시장
제21장 동유럽 시장
제22장 러시아 시장
제23장 북미 시장
제24장 미국 시장
제25장 캐나다 시장
제26장 남미 시장
제27장 브라질 시장
제28장 중동 시장
제29장 아프리카 시장
제30장 경쟁 구도와 기업 프로파일
모델옵스(ModelOps) 시장 : 경쟁 구도
모델옵스(ModelOps) 시장 : 기업 프로파일
Microsoft Corporation : 개요, 제품 및 서비스, 전략 및 재무 분석
International Business Machines Corporation(IBM) : 개요, 제품 및 서비스, 전략 및 재무 분석
Oracle Corporation : 개요, 제품 및 서비스, 전략 및 재무 분석
SAS Institute Inc. : 개요, 제품 및 서비스, 전략 및 재무 분석
Teradata Corporation : 개요, 제품 및 서비스, 전략 및 재무 분석
제31장 기타 주요 기업 및 혁신 기업
Alteryx Inc.
TIBCO Software Inc.
C3.ai Inc.
Veritone Inc.
Minitab LLC
H2O.ai Inc.
LeewayHertz Technologies LLC
Signity Solutions
DataKitchen Inc.
Xenonstack Inc.
ModelOp Inc.
Datatron Technologies Inc.
Verta Inc.
Sparkling Logic Inc.
Superwise.ai
제32장 세계 시장 경쟁 벤치마킹과 대시보드
제33장 주요 인수합병(M&A)
제34장 최근 시장 동향
제35장 시장의 잠재력이 높은 국가, 부문, 전략
모델옵스(ModelOps) 시장(2029년) : 새로운 기회를 제공하는 국가
모델옵스(ModelOps) 시장(2029년) : 새로운 기회를 제공하는 부문
모델옵스(ModelOps) 시장(2029년) : 성장 전략
시장 동향에 기초한 전략
경쟁 전략
제36장 부록
KTH
영문 목차
영문목차
ModelOps (Model Operations) refers to the comprehensive management, deployment, monitoring, and governance of machine learning models in production. It focuses on automating and optimizing the lifecycle of models, from development to scaling and retraining, ensuring model performance, compliance, and reliability in business operations.
The main types of ModelOps include machine learning (ML) models, graph-based models, rule and heuristic models, linguistic models, agent-based models, bring-your-own models, and others. Machine learning (ML) models are algorithms that enable computers to learn from data and make predictions or decisions without explicit programming. ModelOps solutions include platforms, deployment modes, and services for various applications such as continuous integration and continuous deployment, batch scoring, governance, risk and compliance, parallelization and distributed computing, monitoring and alerting, dashboard and reporting, and model lifecycle management. These solutions serve a wide range of industries, including banking, financial services, and insurance, retail and e-commerce, healthcare and life sciences, telecommunications, IT and IT-enabled services (ITeS), energy and utilities, manufacturing, transportation and logistics, government and defense, and more.
The modelops market research report is one of a series of new reports from The Business Research Company that provides modelops market statistics, including the modelops industry's global market size, regional shares, competitors with a modelops market share, detailed modelops market segments, market trends and opportunities, and any further data you may need to thrive in the modelops industry. This modelops market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenarios of the industry.
The modelops market size has grown exponentially in recent years. It will grow from $5.62 billion in 2024 to $8.01 billion in 2025 at a compound annual growth rate (CAGR) of 42.5%. The growth observed during the historic period can be attributed to the growing adoption of machine learning, the rapid expansion of big data, the increasing demand for real-time or near-real-time decision-making, rising automation, and a heightened need for model governance and compliance.
The modelops market size is expected to see exponential growth in the next few years. It will grow to $32.8 billion in 2029 at a compound annual growth rate (CAGR) of 42.2%. The growth projected for the forecast period can be attributed to the increasing adoption of cloud computing, growing concerns around data security and privacy, the expansion of the telecommunications industry, the rise in data generation, and the growth of small and medium-sized enterprises. Key trends during this period include the integration of Internet of Things (IoT) devices, the development of self-optimizing and adaptive models, the rise of no-code/low-code ModelOps platforms, advancements in ModelOps solutions, and continued technological innovations.
The growth of the telecommunications industry is expected to significantly drive the expansion of the ModelOps market. Telecommunications companies provide the infrastructure and services that facilitate the transmission of data, voice, and video through both wired and wireless networks. This industry is experiencing growth due to factors such as the deployment of 5G technology, the rise of cloud and edge computing, initiatives to improve rural connectivity, and ongoing digital transformation. ModelOps plays a crucial role in the telecommunications sector by automating the deployment and management of artificial intelligence models, enhancing network performance, and improving customer experiences. For example, according to Deutsche Telekom's Annual Report 2023, global telecommunications service revenue grew by 3.3% year-on-year in 2023. In Europe, the average monthly mobile data consumption per user increased by 23% from the previous year, reaching 16 GB. This expansion in the telecommunications industry is helping to drive the growth of the ModelOps market.
Leading companies in the ModelOps market are focusing on developing innovative solutions, such as providing self-service access to select algorithms, which allows users to manage models without needing extensive programming knowledge. Self-service access empowers users such as data scientists and developers to independently deploy, manage, and monitor machine learning models, reducing reliance on IT teams. For example, in July 2022, TIBCO Software Inc., a US-based software development company, launched TIBCO ModelOps, a solution designed to improve the deployment and management of AI models across organizations. This platform accelerates AI deployment by leveraging expertise in data science, visualization, and business intelligence, addressing key challenges such as algorithm transparency, bias mitigation, and integration with business applications. It supports all model formats and allows seamless deployment in both cloud and on-premises environments with full governance. This solution enhances scalability and control, enabling businesses to efficiently manage thousands of models.
In January 2023, McKinsey & Company, a US-based management consulting firm, acquired Iguazio for an undisclosed amount. This acquisition aims to bolster McKinsey's data engineering and AI capabilities by integrating Iguazio's advanced data analytics platform into its consulting services. The integration allows McKinsey's clients to make more informed decisions based on real-time data insights. Iguazio, an Israel-based software development company, specializes in machine learning operations.
Major players in the modelOps market are Microsoft Corporation, International Business Machines Corporation (IBM), Oracle Corporation, SAS Institute Inc., Teradata Corporation, Alteryx Inc., TIBCO Software Inc., C3.ai Inc., Veritone Inc., Minitab LLC, H2O.ai Inc., LeewayHertz Technologies LLC, Signity Solutions, DataKitchen Inc., Xenonstack Inc., ModelOp Inc., Datatron Technologies Inc., Verta Inc., Sparkling Logic Inc., Superwise.ai.
North America was the largest region in the modelops market in 2024. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in modelOps report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East and Africa.
The countries covered in the modelOps market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.
The modelOps market includes revenues earned by entities by model creation, version control, and updates. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.
The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).
The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.
ModelOps Global Market Report 2025 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.
This report focuses on modelops market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.
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Where is the largest and fastest growing market for modelops ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The modelops market global report from the Business Research Company answers all these questions and many more.
The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.
The market characteristics section of the report defines and explains the market.
The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
The forecasts are made after considering the major factors currently impacting the market. These include:
The forecasts are made after considering the major factors currently impacting the market. These include the Russia-Ukraine war, rising inflation, higher interest rates, and the legacy of the COVID-19 pandemic.
Market segmentations break down the market into sub markets.
The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.
Scope
Markets Covered:1) By Model Type: Machine Learning (ML) Models; Graph-Based Models; Rule And Heuristic Models; Linguistic Models; Agent-Based Models; Bring Your Own Models; Other Model Types
2) By Offering: Platforms; Deployment Mode; Services
3) By Application: Continuous Integration And Continuous Deployment; Batch Scoring; Governance, Risk And Compliance; Parallelization And Distributed Computing; Monitoring And Alerting; Dashboard And Reporting; Model Lifecycle Management; Other Application
4) By Verticals: Banking, Financial Services And Insurance; Retail And E-Commerce; Healthcare And Life Sciences; Telecommunications; Information Technology (IT) And Information Technology Enabled Services (ITeS); Energy And Utilities; Manufacturing; Transportation And Logistics; Government And Defense; Other Verticals
6) Bring Your Own Models (BYOM): Customized Proprietary Models; Pre-Trained Models from Third-Party Sources; Open-Source Models; Vendor-Specific Adaptable Models
7) Other Model Types: Predictive Analytics Models; Probabilistic Models; Optimization Models; Hybrid Models (Combination of Two or More Types)
Companies Mentioned:Microsoft Corporation; International Business Machines Corporation (IBM); Oracle Corporation; SAS Institute Inc.; Teradata Corporation
Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
Time series: Five years historic and ten years forecast.
Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
Delivery format: PDF, Word and Excel Data Dashboard.
Table of Contents
1. Executive Summary
2. ModelOps Market Characteristics
3. ModelOps Market Trends And Strategies
4. ModelOps Market - Macro Economic Scenario Macro Economic Scenario Including The Impact Of Interest Rates, Inflation, Geopolitics And Covid And Recovery On The Market
5. Global ModelOps Growth Analysis And Strategic Analysis Framework
5.1. Global ModelOps PESTEL Analysis (Political, Social, Technological, Environmental and Legal Factors, Drivers and Restraints)
5.2. Analysis Of End Use Industries
5.3. Global ModelOps Market Growth Rate Analysis
5.4. Global ModelOps Historic Market Size and Growth, 2019 - 2024, Value ($ Billion)
5.5. Global ModelOps Forecast Market Size and Growth, 2024 - 2029, 2034F, Value ($ Billion)
5.6. Global ModelOps Total Addressable Market (TAM)
6. ModelOps Market Segmentation
6.1. Global ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Machine Learning (ML) Models
Graph-Based Models
Rule And Heuristic Models
Linguistic Models
Agent-Based Models
Bring Your Own Models
Other Model Types
6.2. Global ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Platforms
Deployment Mode
Services
6.3. Global ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Continuous Integration And Continuous Deployment
Batch Scoring
Governance, Risk And Compliance
Parallelization And Distributed Computing
Monitoring And Alerting
Dashboard And Reporting
Model Lifecycle Management
Other Application
6.4. Global ModelOps Market, Segmentation By Verticals, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Banking, Financial Services And Insurance
Retail And E-Commerce
Healthcare And Life Sciences
Telecommunications
Information Technology (IT) And Information Technology Enabled Services (ITeS)
Energy And Utilities
Manufacturing
Transportation And Logistics
Government And Defense
Other Verticals
6.5. Global ModelOps Market, Sub-Segmentation Of Machine Learning (ML) Models, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Supervised Learning Models
Unsupervised Learning Models
Reinforcement Learning Models
Deep Learning Models
6.6. Global ModelOps Market, Sub-Segmentation Of Graph-Based Models, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Knowledge Graphs
Graph Neural Networks (GNNs)
Social Network Analysis Models
Recommendation System Models
6.7. Global ModelOps Market, Sub-Segmentation Of Rule And Heuristic Models, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Decision Tree Models
Expert Systems
Workflow Automation Models
Business Rule Engines
6.8. Global ModelOps Market, Sub-Segmentation Of Linguistic Models, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Natural Language Processing (NLP) Models
Sentiment Analysis Models
Text Classification Models
Speech Recognition Models
6.9. Global ModelOps Market, Sub-Segmentation Of Agent-Based Models, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Multi-Agent Simulation Models
Behavioral Models
Autonomous Systems Models
Game-Theoretic Models
6.10. Global ModelOps Market, Sub-Segmentation Of Bring Your Own Models (BYOM), By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Customized Proprietary Models
Pre-Trained Models from Third-Party Sources
Open-Source Models
Vendor-Specific Adaptable Models
6.11. Global ModelOps Market, Sub-Segmentation Of Other Model Types, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Predictive Analytics Models
Probabilistic Models
Optimization Models
Hybrid Models (Combination of Two or More Types)
7. ModelOps Market Regional And Country Analysis
7.1. Global ModelOps Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
7.2. Global ModelOps Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
8. Asia-Pacific ModelOps Market
8.1. Asia-Pacific ModelOps Market Overview
Region Information, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
8.2. Asia-Pacific ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
8.3. Asia-Pacific ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
8.4. Asia-Pacific ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
9. China ModelOps Market
9.1. China ModelOps Market Overview
9.2. China ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
9.3. China ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
9.4. China ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
10. India ModelOps Market
10.1. India ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
10.2. India ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
10.3. India ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
11. Japan ModelOps Market
11.1. Japan ModelOps Market Overview
11.2. Japan ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
11.3. Japan ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
11.4. Japan ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
12. Australia ModelOps Market
12.1. Australia ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
12.2. Australia ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
12.3. Australia ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
13. Indonesia ModelOps Market
13.1. Indonesia ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
13.2. Indonesia ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
13.3. Indonesia ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
14. South Korea ModelOps Market
14.1. South Korea ModelOps Market Overview
14.2. South Korea ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
14.3. South Korea ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
14.4. South Korea ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
15. Western Europe ModelOps Market
15.1. Western Europe ModelOps Market Overview
15.2. Western Europe ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
15.3. Western Europe ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
15.4. Western Europe ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
16. UK ModelOps Market
16.1. UK ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
16.2. UK ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
16.3. UK ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
17. Germany ModelOps Market
17.1. Germany ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
17.2. Germany ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
17.3. Germany ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
18. France ModelOps Market
18.1. France ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
18.2. France ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
18.3. France ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
19. Italy ModelOps Market
19.1. Italy ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
19.2. Italy ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
19.3. Italy ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
20. Spain ModelOps Market
20.1. Spain ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
20.2. Spain ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
20.3. Spain ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
21. Eastern Europe ModelOps Market
21.1. Eastern Europe ModelOps Market Overview
21.2. Eastern Europe ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
21.3. Eastern Europe ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
21.4. Eastern Europe ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
22. Russia ModelOps Market
22.1. Russia ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
22.2. Russia ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
22.3. Russia ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
23. North America ModelOps Market
23.1. North America ModelOps Market Overview
23.2. North America ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
23.3. North America ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
23.4. North America ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
24. USA ModelOps Market
24.1. USA ModelOps Market Overview
24.2. USA ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
24.3. USA ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
24.4. USA ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
25. Canada ModelOps Market
25.1. Canada ModelOps Market Overview
25.2. Canada ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
25.3. Canada ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
25.4. Canada ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
26. South America ModelOps Market
26.1. South America ModelOps Market Overview
26.2. South America ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
26.3. South America ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
26.4. South America ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
27. Brazil ModelOps Market
27.1. Brazil ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
27.2. Brazil ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
27.3. Brazil ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
28. Middle East ModelOps Market
28.1. Middle East ModelOps Market Overview
28.2. Middle East ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
28.3. Middle East ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
28.4. Middle East ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
29. Africa ModelOps Market
29.1. Africa ModelOps Market Overview
29.2. Africa ModelOps Market, Segmentation By Model Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
29.3. Africa ModelOps Market, Segmentation By Offering, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
29.4. Africa ModelOps Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
30. ModelOps Market Competitive Landscape And Company Profiles
30.1. ModelOps Market Competitive Landscape
30.2. ModelOps Market Company Profiles
30.2.1. Microsoft Corporation Overview, Products and Services, Strategy and Financial Analysis
30.2.2. International Business Machines Corporation (IBM) Overview, Products and Services, Strategy and Financial Analysis
30.2.3. Oracle Corporation Overview, Products and Services, Strategy and Financial Analysis
30.2.4. SAS Institute Inc. Overview, Products and Services, Strategy and Financial Analysis
30.2.5. Teradata Corporation Overview, Products and Services, Strategy and Financial Analysis
31. ModelOps Market Other Major And Innovative Companies
31.1. Alteryx Inc.
31.2. TIBCO Software Inc.
31.3. C3.ai Inc.
31.4. Veritone Inc.
31.5. Minitab LLC
31.6. H2O.ai Inc.
31.7. LeewayHertz Technologies LLC
31.8. Signity Solutions
31.9. DataKitchen Inc.
31.10. Xenonstack Inc.
31.11. ModelOp Inc.
31.12. Datatron Technologies Inc.
31.13. Verta Inc.
31.14. Sparkling Logic Inc.
31.15. Superwise.ai
32. Global ModelOps Market Competitive Benchmarking And Dashboard
33. Key Mergers And Acquisitions In The ModelOps Market
34. Recent Developments In The ModelOps Market
35. ModelOps Market High Potential Countries, Segments and Strategies
35.1 ModelOps Market In 2029 - Countries Offering Most New Opportunities
35.2 ModelOps Market In 2029 - Segments Offering Most New Opportunities
