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市場調查報告書
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1717238

2025年ModelOps全球市場報告

ModelOps Global Market Report 2025
出版日期: | 出版商: The Business Research Company | 英文 175 Pages | 商品交期: 2-10個工作天內

價格
簡介目錄

預計未來幾年 ModelOps 市場規模將呈指數級成長。到 2029 年，這一數字將成長至 328 億美元，年複合成長率（CAGR）為 42.2%。預測期內預計的成長是由於雲端處理的日益普及、對資料安全和隱私的日益關注、通訊產業的擴張、資料產生的增加以及中小企業的成長。這段時期的主要趨勢包括物聯網 (IoT) 設備的整合、自我最佳化和自適應模型的開發、無程式碼/低程式碼 ModelOps 平台的興起、ModelOps 解決方案的演變以及持續的技術創新。

預計通訊業的成長將顯著推動 ModelOps 市場的擴張。電信業者提供基礎設施和服務，促進透過有線和無線網路傳輸資料、語音和視訊。由於 5G 技術的推出、雲端運算和邊緣運算的興起、改善農村連通性的努力以及正在進行的數位轉型等因素，該行業正在成長。 ModelOps 透過自動部署和管理人工智慧模型、提高網路效能和改善客戶體驗，在通訊領域發揮關鍵作用。例如，根據德國電信2023年年度報告，預計2023年全球通訊服務收入將年增與前一年同期比較%。在歐洲，每用戶每月平均行動數據消費量較去年同期成長23%，達到16GB。通訊業的擴張正在推動 ModelOps 市場的成長。

ModelOps 市場的主要企業正專注於開發創新解決方案。例如，透過提供對選定演算法的自助訪問，使用者無需大量程式設計知識即可管理模型。自助服務存取使資料科學家和開發人員等使用者能夠部署、管理和監控自己的機器學習模型，從而減少對 IT 團隊的依賴。例如，美國軟體開發公司 TIBCO Software Inc. 於 2022 年 7 月宣布推出 TIBCO ModelOps，這是一項旨在改善跨組織 AI 模型部署和管理的解決方案。該平台利用資料科學、視覺化和商業智慧的專業知識來解決演算法透明度、偏見緩解和與業務應用程式整合等關鍵挑戰，從而加速人工智慧的採用。它支援所有模型格式，並支援跨雲端和本地環境的無縫部署和全面管治。該解決方案提供了更高的擴充性和控制力，使公司能夠有效地管理數千個模型。

目錄

第1章執行摘要

第2章 市場特徵

第3章 市場趨勢與策略

第4章 - 市場 - 宏觀經濟情境 宏觀經濟情境包括利率、通膨、地緣政治以及感染疾病和復甦對市場的影響

第5章 全球成長分析與策略分析框架

  • 全球 ModelOps PESTEL 分析（政治、社會、技術、環境、法律因素、促進因素和限制因素）
  • 最終用途產業分析
  • 全球 ModelOps 市場：成長率分析
  • 全球 ModelOps 市場表現：規模與成長，2019-2024 年
  • 全球 ModelOps 市場預測：規模與成長，2024-2029 年，2034 年
  • 全球 ModelOps 總可尋址市場 (TAM)

第6章市場區隔

  • 全球 ModelOps 市場（按模型類型、性能和預測），2019-2024 年、2024-2029 年、2034 年
  • 機器學習 (ML) 模型
  • 基於圖的模型
  • 規則和啟發式模型
  • 語言模型
  • 基於代理的模型
  • 帶上自己的模型
  • 其他模型類型
  • 全球 ModelOps 市場（按產品、性能和預測），2019-2024 年、2024-2029 年、2034 年
  • 平台
  • 部署模式
  • 服務
  • 全球 ModelOps 市場應用、效能及預測（2019-2024、2024-2029、2034）
  • 持續整合和持續配置
  • 大量評分
  • 管治,風險與合規
  • 平行化與分散式計算
  • 監控和警報
  • 儀表板和報告
  • 模型生命週期管理
  • 其他用途
  • 全球 ModelOps 市場依產業垂直分類、績效及預測，2019-2024 年、2024-2029 年、2034 年
  • 銀行、金融服務和保險
  • 零售與電子商務
  • 醫療保健和生命科學
  • 通訊
  • 資訊科技（IT）與資訊科技支援服務（ITeS）
  • 能源和公共產業
  • 製造業
  • 運輸/物流
  • 政府和國防
  • 其他行業
  • 全球 ModelOps 市場、機器學習 (ML) 模型細分（按類型）、效能和預測，2019-2024 年、2024-2029 年、2034 年
  • 監督學習模型
  • 無監督學習模型
  • 強化學習模型
  • 深度學習模型
  • 全球 ModelOps 市場、基於圖形的模型細分（按類型）、性能和預測，2019-2024 年、2024-2029 年、2034 年
  • 知識圖譜
  • 圖神經網路（GNN）
  • 社會網路分析模型
  • 推薦系​​統模型
  • 全球 ModelOps 市場、規則模型和啟發式模型細分（按類型）、表現和預測，2019-2024 年、2024-2029 年、2034 年
  • 決定架構模型
  • 專家系統
  • 工作流程自動化模型
  • 業務規則引擎
  • 全球 ModelOps 市場、語言模型細分（按類型）、效能和預測，2019-2024 年、2024-2029 年、2034 年
  • 自然語言處理 (NLP) 模型
  • 情緒分析模型
  • 文字分類模型
  • 語音辨識模型
  • 全球 ModelOps 市場、基於代理的模型細分（按類型）、性能和預測，2019-2024 年、2024-2029 年、2034 年
  • 多智慧體模擬模型
  • 行為模型
  • 自治系統模型
  • 博弈論模型
  • 全球 ModelOps 市場，自備模型細分（按類型），性能和預測，2019-2024 年、2024-2029 年、2034 年
  • 客製化和獨特的模型
  • 來自第三方來源的預訓練模型
  • 開放原始碼模型
  • 特定供應商的自適應模型
  • 全球 ModelOps 市場、其他模型類型細分、按類型、實際和預測，2019-2024 年、2024-2029 年、2034 年
  • 預測分析模型
  • 機率模型
  • 最佳化模型
  • 混合模式（兩種或兩種以上類型的組合）

第7章 區域和國家分析

  • 全球 ModelOps 市場：按地區、績效及預測，2019-2024 年、2024-2029 年、2034 年
  • 全球 ModelOps 市場：按國家/地區、業績及預測，2019-2024 年、2024-2029 年、2034 年

第8章 亞太市場

第9章：中國市場

第10章 印度市場

第11章 日本市場

第12章 澳洲市場

第13章 印尼市場

第14章 韓國市場

第15章 西歐市場

第16章英國市場

第17章 德國市場

第18章 法國市場

第19章：義大利市場

第20章：西班牙市場

第21章 東歐市場

第22章 俄羅斯市場

第23章 北美市場

第24章美國市場

第25章：加拿大市場

第26章 南美洲市場

第27章：巴西市場

第28章 中東市場

第29章：非洲市場

第30章競爭格局與公司概況

  • ModelOps 市場：競爭格局
  • ModelOps 市場：公司簡介
    • Microsoft Corporation Overview, Products and Services, Strategy and Financial Analysis
    • International Business Machines Corporation（IBM）Overview, Products and Services, Strategy and Financial Analysis
    • Oracle Corporation Overview, Products and Services, Strategy and Financial Analysis
    • SAS Institute Inc. Overview, Products and Services, Strategy and Financial Analysis
    • Teradata Corporation Overview, Products and Services, Strategy and Financial Analysis

第31章 其他大型創新企業

  • 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

第 32 章全球市場競爭基準化分析與儀表板

第33章 重大併購

第34章近期市場趨勢

第 35 章 高市場潛力國家、細分市場與策略

  • 2029 年 ModelOps 市場：一個提供新機會的國家
  • 2029 年 ModelOps 市場：細分市場帶來新機會
  • ModelOps 市場 2029：成長策略
    • 基於市場趨勢的策略
    • 競爭對手的策略

第36章 附錄

簡介目錄
Product Code: r33816

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
  • Subsegments:
  • 1) Machine Learning (ML) Models: Supervised Learning Models; Unsupervised Learning Models; Reinforcement Learning Models; Deep Learning Models
  • 2) Graph-Based Models: Knowledge Graphs; Graph Neural Networks (GNNs); Social Network Analysis Models; Recommendation System Models
  • 3) Rule And Heuristic Models: Decision Tree Models; Expert Systems; Workflow Automation Models; Business Rule Engines
  • 4) Linguistic Models: Natural Language Processing (NLP) Models; Sentiment Analysis Models; Text Classification Models; Speech Recognition Models
  • 5) Agent-Based Models: Multi-Agent Simulation Models; Behavioral Models; Autonomous Systems Models; Game-Theoretic Models
  • 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
  • Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
  • 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
  • 35.3 ModelOps Market In 2029 - Growth Strategies
    • 35.3.1 Market Trend Based Strategies
    • 35.3.2 Competitor Strategies

36. Appendix

  • 36.1. Abbreviations
  • 36.2. Currencies
  • 36.3. Historic And Forecast Inflation Rates
  • 36.4. Research Inquiries
  • 36.5. The Business Research Company
  • 36.6. Copyright And Disclaimer