AI 및 머신러닝 운영화 소프트웨어 시장 규모, 점유율, 동향 분석 보고서 : 배포별, 기능별, 용도별, 기업 규모별, 최종 용도별, 지역별, 부문별 예측(2025-2033년)
AI And Machine Learning Operationalization Software Market Size, Share & Trends Analysis Report By Deployment, By Functionality, By Application, By Enterprise Size, By End Use, By Region, And Segment Forecasts, 2025 - 2033
상품코드:1771637
리서치사:Grand View Research, Inc.
발행일:2025년 06월
페이지 정보:영문 150 Pages
라이선스 & 가격 (부가세 별도)
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한글목차
AI 및 머신러닝 운영화 소프트웨어 시장 요약
세계의 AI 및 머신러닝 운영화 소프트웨어 시장 규모는 2024년에 16억 6,840만 달러에 달했고, 2033년에는 282억 8,640만 달러에 이르고, 2025년부터 2033년까지의 CAGR은 37.2%를 나타낼 것으로 예측됩니다. AI 및 머신러닝 운영화 소프트웨어 시장이 급성장하고 있는 것은 기업이 프로세스를 합리화하고 AI를 활용한 솔루션의 가능성을 충분히 활용할 수 있도록 하는 데 필수적이기 때문입니다.
AI 및 머신러닝 운영화 소프트웨어 시장은 조직이 머신러닝 모델의 엔드 투 엔드 라이프사이클을 간소화하려고 하기 때문에 기세를 늘리고 있습니다. 컴플라이언스 거버넌스 등의 주요 프로세스를 자동화하여 개발 환경에서 프로덕션 환경으로의 원활한 마이그레이션을 가능하게 합니다. 하지만 가치 실현까지의 시간을 단축할 수 있습니다. 이 플랫폼은 혁신주기의 가속화와 비즈니스 효율성 향상을 지원하며 궁극적으로 측정 가능한 비즈니스 성과와 데이터 중심의 의사 결정에 경쟁 우위를 제공합니다.
다양한 산업 분야에서 인공지능(AI)과 머신러닝(ML)에 대한 의존도가 높아지기 때문에 MLOps 소프트웨어에 대한 수요가 증가하고 있습니다. MLOps 솔루션은 배포, 모니터링, 거버넌스와 같은 중요한 작업을 자동화하여 오류를 줄이고 업무 효율성을 높이고 AI 주도의 성과를 가속화하고 AI 이니셔티브를 효과적으로 확장하는 데 필수적인 도구입니다.
AI와 ML 용도에 대한 규제 당국의 감시가 강화됨에 따라 모델의 거버넌스와 투명성과 컴플라이언스를 확보할 수 있는 능력에 점점 주목받고 있습니다. 컴퓨팅의 급속한 보급은 MLOps 벤더에게 큰 기회를 가져오고 있습니다. 클라우드 플랫폼은 확장성, 유연성, 비용 효율적인 솔루션을 제공하기 때문에 AI의 운영을 효율적으로 관리하고 싶은 조직에 이상적이 되고 있습니다.
목차
제1장 조사 방법과 범위
제2장 주요 요약
제3장 AI 및 머신러닝 운영화 소프트웨어 시장 변수, 동향, 범위
시장 소개/계통 전망
시장 역학
시장 성장 촉진요인 분석
시장 성장 억제요인 분석
업계의 과제
AI 및 머신러닝 운영화 소프트웨어 시장 분석 툴
Porter's Five Forces 분석
PESTEL 분석
제4장 AI 및 머신러닝 운영화 소프트웨어 시장 : 배포 추정·동향 분석
부문 대시보드
AI 및 머신러닝 운영화 소프트웨어 시장 : 배포 변동 분석(2024년 및 2033년)
온프레미스
클라우드
제5장 AI 및 머신러닝 운영화 소프트웨어 시장 : 기능 추정·동향 분석
부문 대시보드
AI 및 머신러닝 운영화 소프트웨어 시장 : 기능 변동 분석(2024년 및 2033년)
모델 배포 및 관리
데이터 전처리 및 기능 엔지니어링
모델 모니터링 및 성능 평가
기존 시스템과의 통합
제6장 AI 및 머신러닝 운영화 소프트웨어 시장 : 용도 추정·동향 분석
부문 대시보드
AI 및 머신러닝 운영화 소프트웨어 시장 : 용도 변동 분석(2024년 및 2033년)
예측 분석
사기 탐지 및 위험 관리
고객 경험험 관리
자연언어처리(NLP) 및 텍스트 분석
제7장 AI 및 머신러닝 운영화 소프트웨어 시장 : 기업 규모 추정·동향 분석
부문 대시보드
AI 및 머신러닝 운영화 소프트웨어 시장 : 기업 규모 변동 분석(2024년 및 2033년)
중소기업
대기업
제8장 AI 및 머신러닝 운영화 소프트웨어 시장 : 최종 용도 추정·동향 분석
부문 대시보드
AI 및 머신러닝 운영화 소프트웨어 시장 : 최종 용도 변동 분석(2024년 및 2033년)
은행, 금융서비스 및 보험(BFSI)
헬스케어 및 생명과학
소매업 및 전자상거래
IT 및 통신
기타
제9장 AI 및 머신러닝 운영화 소프트웨어 시장 : 지역 추정·동향 분석
AI 및 머신러닝 운영화 소프트웨어 시장 점유율, 지역별(2024년 및 2033년)
북미
미국
캐나다
유럽
유럽
영국
독일
프랑스
아시아태평양
중국
일본
인도
한국
호주
라틴아메리카
브라질
중동 및 아프리카
사우디아라비아
아랍에미리트(UAE)
남아프리카
제10장 경쟁 구도
기업 분류
기업 시장 포지셔닝
참가 기업의 개요
재무실적
제품 벤치마킹
기업 히트맵 분석
전략 매핑
기업 프로파일/상장 기업
Amazon Web Services, Inc.
Google LLC
IBM Corporation
Intel Corporation
Oracle
DataRobot, Inc.
Microsoft
NVIDIA Corporation
Databricks
SAS Institute Inc.
KTH
영문 목차
영문목차
AI and Machine Learning Operationalization Software Market Summary
The global AI and machine learning operationalization software market size was estimated at USD 1,668.4 million in 2024, and is projected to reach USD 28,286.4 million by 2033, growing at a CAGR of 37.2% from 2025 to 2033. The AI and machine learning operationalization software market is growing rapidly, because it has become essential in enabling businesses to streamline their processes and fully capitalize on the potential of AI-powered solutions.
The AI and machine learning operationalization (MLOps) software market is gaining momentum as organizations seek to streamline the end-to-end lifecycle of machine learning models. MLOps tools automate key processes such as model deployment, performance monitoring, and compliance governance, enabling smoother transitions from development to production environments. This automation enhances reliability, scalability, and consistency, helping businesses accelerate time-to-value while reducing operational overhead. By simplifying complex workflows, MLOps solutions enable companies to fully harness AI and machine learning for high impact use cases such as fraud detection, predictive maintenance, and personalized customer experiences. These platforms support faster innovation cycles and greater operational efficiency, ultimately delivering measurable business outcomes and a competitive edge in data-driven decision-making.
The growing dependency on artificial intelligence (AI) and machine learning (ML) across diverse industries is fueling the demand for MLOps software, as organizations increasingly apply these technologies for automation, smarter decision-making, and process optimization. Managing the complexity of developing, deploying, and maintaining ML models requires streamlined workflows for which MLOps platforms are designed to deliver. By automating critical tasks like deployment, monitoring, and governance, MLOps solutions help reduce errors, enhance operational efficiency, and accelerate the delivery of AI-driven outcomes, making them essential tools for scaling AI initiatives effectively.
As regulatory oversight of AI and ML applications grows, there is an increasing focus on model governance and ability to ensure transparency and compliance. MLOps software addresses these concerns by offering strong tools for tracking, auditing, and interpreting model behavior, which not only meets regulatory requirements but also builds trust in AI systems. In addition, the fast adoption of cloud computing presents significant opportunities for MLOps vendors. Cloud-based platforms offer scalable, flexible, and cost-effective solutions, making them ideal for organizations looking to manage AI operations efficiently. This shift to the cloud is a key driver behind the expanding MLOps software market.
Global AI And Machine Learning Operationalization Software Market Report Segmentation
This report forecasts revenue growth at global, regional, and country levels and provides an analysis of the latest industry trends in each of the sub-segments from 2021 to 2033. For this study, Grand View Research has segmented the global AI and machine learning operationalization software market report based on deployment, functionality, application, enterprise size, and end use:
Deployment Outlook (Revenue, USD Million, 2021 - 2033)
On-premises
Cloud based
Functionality Outlook (Revenue, USD Million, 2021 - 2033)
Model Deployment & Management
Data Preprocessing & Feature Engineering
Model Monitoring & Performance Evaluation
Integration with Existing Systems
Application Outlook (Revenue, USD Million, 2021 - 2033)
Predictive analytics
Fraud detection and risk management
Customer experience management
Natural language processing (NLP) and text analytics
Others
Enterprise Size Outlook (Revenue, USD Million, 2021 - 2033)
Small & Medium size
Large Enterprises
End Use Outlook (Revenue, USD Million, 2021 - 2033)
Banking, financial services, and insurance (BFSI)
Healthcare and life sciences
Retail and e-commerce
IT and telecommunications
Others
Regional Outlook (Revenue, USD Million, 2021 - 2033)
North America
U.S.
Canada
Europe
Europe
UK
Germany
France
Asia Pacific
China
Japan
India
South Korea
Australia
Latin America
Brazil
Middle East and Africa (MEA)
KSA
UAE
South Africa
Table of Contents
Chapter 1. Methodology and Scope
1.1. Market Segmentation and Scope
1.2. Market Definition
1.3. Research Methodology
1.3.1. Information Procurement
1.3.2. Information or Data Analysis
1.3.3. Market Formulation & Data Visualization
1.3.4. Data Validation & Publishing
1.4. Research Scope and Assumptions
1.4.1. List of Data Sources
Chapter 2. Executive Summary
2.1. Market Outlook
2.2. Segment Outlook
2.3. Competitive Insights
Chapter 3. AI and Machine Learning Operationalization Software Market Variables, Trends, & Scope
3.1. Market Introduction/Lineage Outlook
3.2. Market Dynamics
3.2.1. Market Driver Analysis
3.2.2. Market Restraint Analysis
3.2.3. Industry Challenge
3.3. AI and Machine Learning Operationalization Software Market Analysis Tools
3.3.1. Porter's Analysis
3.3.2. PESTEL Analysis
Chapter 4. AI and Machine Learning Operationalization Software Market: Deployment Estimates & Trend Analysis
4.1. Segment Dashboard
4.2. AI and Machine Learning Operationalization Software market: Deployment Movement Analysis, USD Million, 2024 & 2033
4.3. On-premises
4.3.1. On-premises AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
4.4. Cloud based
4.4.1. Cloud based AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
Chapter 5. AI and Machine Learning Operationalization Software Market: Functionality Estimates & Trend Analysis
5.1. Segment Dashboard
5.2. AI and Machine Learning Operationalization Software market: Functionality Movement Analysis, USD Million, 2024 & 2033
5.3. Model Deployment & Management
5.3.1. Model Deployment & Management AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
5.4. Data Preprocessing & Feature Engineering
5.4.1. Data Preprocessing & Feature Engineering AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
5.5. Model Monitoring & Performance Evaluation
5.5.1. Model Monitoring & Performance Evaluation AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
5.6. Integration with Existing Systems
5.6.1. Integration with Existing Systems AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
Chapter 6. AI and Machine Learning Operationalization Software Market: Application Estimates & Trend Analysis
6.1. Segment Dashboard
6.2. AI and Machine Learning Operationalization Software market: Application Movement Analysis, USD Million, 2024 & 2033
6.3. Predictive analytics
6.3.1. Predictive analytics AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
6.4. Fraud detection and risk management
6.4.1. Fraud detection and risk management AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
6.5. Customer experience management
6.5.1. Customer experience management AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
6.6. Natural language processing (NLP) and text analytics
6.6.1. Natural language processing (NLP) and text analytics AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
Chapter 7. AI and Machine Learning Operationalization Software Market: Enterprise Size Estimates & Trend Analysis
7.1. Segment Dashboard
7.2. AI and Machine Learning Operationalization Software market: Enterprise Size Movement Analysis, USD Million, 2024 & 2033
7.3. Small & Medium size
7.3.1. Small & Medium size AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
7.4. Large Enterprises
7.4.1. Large Enterprises AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
Chapter 8. AI and Machine Learning Operationalization Software Market: End Use Estimates & Trend Analysis
8.1. Segment Dashboard
8.2. AI and Machine Learning Operationalization Software market: End Use Movement Analysis, USD Million, 2024 & 2033
8.3. Banking, financial services, and insurance (BFSI)
8.3.1. Banking, financial services, and insurance (BFSI) AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
8.4. Healthcare and life sciences
8.4.1. Healthcare and life sciences AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
8.5. Retail and e-commerce
8.5.1. Retail and e-commerce AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
8.6. IT and telecommunications
8.6.1. IT and telecommunications AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
8.7. Others
8.7.1. Others AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
Chapter 9. AI and Machine Learning Operationalization Software Market: Regional Estimates & Trend Analysis
9.1. AI and Machine Learning Operationalization Software MarketShare, By Region, 2024 & 2033, USD Million
9.2. North America
9.2.1. North America AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.2.2. U.S.
9.2.2.1. U.S. AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.2.3. Canada
9.2.3.1. Canada AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.2.4. Europe
9.2.4.1. Europe AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.3. Europe
9.3.1. Europe AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.3.2. UK
9.3.2.1. UK AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.3.3. Germany
9.3.3.1. Germany AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.3.4. France
9.3.4.1. France AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.4. Asia Pacific
9.4.1. Asia Pacific AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.4.2. China
9.4.2.1. China AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.4.3. Japan
9.4.3.1. Japan AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.4.4. India
9.4.4.1. India AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.4.5. South Korea
9.4.5.1. South Korea AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.4.6. Australia
9.4.6.1. Australia AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.5. Latin America
9.5.1. Latin America AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.5.2. Brazil
9.5.2.1. Brazil AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.6. Middle East and Africa
9.6.1. Middle East and Africa AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.6.2. KSA
9.6.2.1. KSA AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.6.3. UAE
9.6.3.1. UAE AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
9.6.4. South Africa
9.6.4.1. South Africa AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
