세계의 모델 검증 플랫폼 시장 보고서(2025년)
Model Validation Platform Global Market Report 2025
상품코드 : 1877826
리서치사 : The Business Research Company
발행일 : On Demand Report
페이지 정보 : 영문 250 Pages
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한글목차

모델 검증 플랫폼 시장 규모는 최근 급속히 확대되고 있습니다. 2024년 21억 7,000만 달러로 평가되었고, 2025년에는 25억 2,000만 달러에 이르고, CAGR 15.9%로 성장할 것으로 전망되고 있습니다. 지난 몇 년간의 성장은 리스크 관리 툴의 도입 확대, 규제 준수에 대한 수요 증가, 금융 모델의 복잡화, 은행 업계의 데이터 분석 확대, 거버넌스와 감사 대응에 대한 주목 증가 등이 요인으로 생각됩니다.

모델 검증 플랫폼 시장 규모는 향후 수년간 급속한 성장이 예상됩니다. 2029년에는 45억 달러에 달하고, CAGR은 15.6%를 나타낼 전망입니다. 예측 기간의 성장은 자동화된 모델 라이프사이클 관리에 중점을 두고 확장 가능한 클라우드 기반 검증 플랫폼에 대한 수요 증가, 핀테크 및 디지털 뱅킹 생태계 확대, 설명 가능한 AI와 투명성에 대한 주목이 높아짐, 통합 리스크 관리 프레임워크의 도입 증가로 인한 것입니다. 예측기간의 주요 동향으로는 기술적 진보, 인공지능(AI) 및 머신러닝(ML) 알고리즘의 혁신, 자동화된 검증 워크플로우의 개발, 연구개발에 대한 투자, 고급 분석 능력의 출현 등이 있습니다.

인공지능(AI) 및 머신러닝(ML)의 채택 확대는 향후 모델 검증 플랫폼 시장의 성장을 이끌 것으로 예측됩니다. 인공지능과 머신러닝은 컴퓨터 시스템이 패턴 인식, 의사결정, 예측 분석 등 인간과 같은 지능을 필요로 하는 작업을 수행할 수 있게 하는 기술입니다. 디지털 전환 이니셔티브는 업계와 상관없이 조직이 효율성 향상과 경쟁 우위를 유지하기 위해 이러한 기술을 핵심 업무에 통합하면서 AI와 ML 채택을 증가시키고 있습니다. AI 및 ML의 이용 확대는 모델 검증 플랫폼 수요를 지원하고 있습니다. 도입 전에 AI 및 ML 모델의 정밀도, 성능, 신뢰성을 체계적으로 테스트, 검증 및 타당성 확인하는 전문 툴이 불가결해져, 이러한 복잡한 알고리즘이 올바르게 기능해, 모든 용도에 있어서 규제 기준에 준거하는 것을 보증하기 위해서입니다. 예를 들어 영국 정부기관인 국가통계국(ONS)에 따르면 2025년 3월 시점에서 2023년 AI 도입률은 서비스업에서 9%, 제조업에서 5%에 달하고 2024년에는 전체적으로 22%로 상승할 것으로 예측되고 있습니다. 따라서 AI와 ML의 도입 확대는 모델 검증 플랫폼 시장의 성장을 이끌고 있습니다.

모델 검증 플랫폼 시장에서 사업을 전개하는 주요 기업은 공정하고 신뢰할 수 있고 정확한 모델 성능을 보장하기 위해 AI 구동 바이어스 검출과 같은 혁신적인 솔루션에 주력하고 있습니다. AI 구동형 바이어스 검출은 AI 툴을 이용하여 모델내의 불공평 또는 편향된 결과를 자동적으로 특정·평가하고, 공정한 의사결정의 확보, 정밀도의 향상, 도입 전의 바이어스 경감에 의한 신뢰 구축을 지원합니다. 예를 들어, 2024년 3월에는 미국 소프트웨어 기업 Kolena Inc.가 AI 시스템의 신속한 테스트, 검증 및 모니터링을 목적으로 하는 종합적 솔루션인 AI and ML Model Quality Platform을 발표했습니다. 이 플랫폼을 통해 개발자는 컴퓨터 비전, 언어 모델, 멀티 모달 AI 등 다양한 시나리오에서 바이어스 검출, 데이터 품질 평가, 모델 성능 평가가 가능해 도입 전의 공정하고 고성능 모델을 보장합니다. 테스트 워크플로우를 자동화하면 모델 검증에 필요한 시간과 노력을 줄이고 팀이 숨겨진 결함을 파악하고 모델 열화를 모니터링하며 데이터 드리프트를 실시간으로 처리할 수 있습니다. 이 플랫폼은 배포 전후의 모니터링을 지원하고 AI 시스템의 투명성, 책임, 신뢰성을 높이는 종합적인 AI 품질 보증 접근 방식을 제공합니다.

목차

제1장 주요 요약

제2장 시장 특징

제3장 시장 동향과 전략

제4장 시장 : 금리, 인플레이션, 지정학, 무역전쟁과 관세, 그리고 코로나 및 회복이 시장에 미치는 영향을 포함한 거시경제 시나리오

제5장 세계의 성장 분석과 전략 분석 프레임워크

제6장 시장 세분화

제7장 지역별/국가별 분석

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

제31장 기타 주요 기업 및 혁신 기업

제32장 세계 시장 경쟁 벤치마킹과 대시보드

제33장 주요 인수합병(M&A)

제34장 최근 시장 동향

제35장 시장의 잠재력이 높은 국가, 부문, 전략

제36장 부록

SHW
영문 목차

영문목차

A model validation platform is a system designed to evaluate the accuracy, reliability, and performance of predictive or analytical models. It systematically tests models against predefined criteria and benchmarks to ensure compliance with required standards. The platform helps detect weaknesses, biases, and areas for improvement in model design and implementation, enabling robust, consistent, and trustworthy outcomes while supporting continuous optimization and adherence to regulatory requirements.

The key components of a model validation platform are software and services. Software refers to tools and applications that test, monitor, and validate predictive models to ensure accuracy, reliability, and compliance. These solutions are deployed through on-premises and cloud-based models and are used by enterprises of all sizes, including large enterprises and small and medium enterprises. They are applied in areas such as risk management, compliance, fraud detection, model monitoring, performance analytics, and other applications, and are utilized by end-users including banking, financial services, and insurance (BFSI), healthcare, retail, manufacturing, information technology (IT) and telecommunications, government, and other organizations.

Note that the outlook for this market is being affected by rapid changes in trade relations and tariffs globally. The report will be updated prior to delivery to reflect the latest status, including revised forecasts and quantified impact analysis. The report's Recommendations and Conclusions sections will be updated to give strategies for entities dealing with the fast-moving international environment.

The rapid escalation of U.S. tariffs and the resulting trade tensions in spring 2025 are significantly impacting the information technology sector, particularly in hardware manufacturing, data infrastructure, and software deployment. Higher duties on imported semiconductors, circuit boards, and networking equipment have raised production and operational costs for tech firms, cloud service providers, and data centers. Companies relying on globally sourced components for laptops, servers, and consumer electronics are facing longer lead times and increased pricing pressures. In parallel, tariffs on specialized software tools and retaliatory measures from key international markets have disrupted global IT supply chains and reduced overseas demand for U.S.-developed technologies. To navigate these challenges, the sector is accelerating investments in domestic chip fabrication, diversifying supplier bases, and adopting AI-driven automation to enhance operational resilience and cost efficiency.

The model validation platform market research report is one of a series of new reports from The Business Research Company that provides model validation platform market statistics, including model validation platform industry global market size, regional shares, competitors with the model validation platform market share, model validation platform market segments, market trends, and opportunities, and any further data you may need to thrive in the model validation platform industry. This model validation platform market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The model validation platform market size has grown rapidly in recent years. It will grow from $2.17 billion in 2024 to $2.52 billion in 2025 at a compound annual growth rate (CAGR) of 15.9%. The growth in the historic period can be attributed to rising adoption of risk management tools, increasing demand for regulatory compliance, growing complexity of financial models, expansion of data analytics in banking, and heightened focus on governance and audit readiness.

The model validation platform market size is expected to see rapid growth in the next few years. It will grow to $4.50 billion in 2029 at a compound annual growth rate (CAGR) of 15.6%. The growth in the forecast period can be attributed to increasing emphasis on automated model lifecycle management, rising demand for scalable cloud-based validation platforms, expansion of fintech and digital banking ecosystems, growing focus on explainable AI and transparency, and rising adoption of integrated risk management frameworks. Key trends in the forecast period include technological advancements, innovation in artificial intelligence (AI) and machine learning (ML) algorithms, development of automated validation workflows, investment in research and development, and emergence of advanced analytics capabilities.

The rising adoption of artificial intelligence (AI) and machine learning (ML) is expected to drive the growth of the model validation platform market going forward. Artificial intelligence and machine learning are technologies that allow computer systems to perform tasks requiring human-like intelligence, including pattern recognition, decision-making, and predictive analysis. Adoption of AI and ML is increasing due to digital transformation initiatives, as organizations across industries integrate these technologies into core operations to improve efficiency and maintain competitive advantage. The growing use of AI and ML supports model validation platforms by creating a key need for specialized tools that systematically test, verify, and validate the accuracy, performance, and reliability of AI and ML models before deployment, ensuring these complex algorithms function correctly and comply with regulatory standards across applications. For example, in March 2025, according to the Office for National Statistics, a UK-based government agency, AI adoption in 2023 reached 9% of firms in the services sector and 5% in the manufacturing sector, with overall adoption projected to rise to 22% in 2024. Therefore, the increasing adoption of AI and ML is driving the growth of the model validation platform market.

Key companies operating in the model validation platform market are focusing on innovative solutions such as AI-driven bias detection to ensure fair, reliable, and accurate model performance. AI-driven bias detection uses AI tools to automatically identify and assess unfair or skewed outcomes in models, helping ensure equitable decisions, improve accuracy, and build trust by mitigating biases before deployment. For instance, in March 2024, Kolena Inc., a US-based software company, launched its AI and ML Model Quality Platform, a comprehensive solution designed to rapidly test, validate, and monitor AI systems. The platform enables developers to detect biases, assess data quality, and evaluate model performance across diverse scenarios, including computer vision, language models, and multi-modal AI, ensuring fair and high-performing models before deployment. Automating testing workflows reduces the time and effort required for model validation, allowing teams to identify hidden flaws, monitor model degradation, and address data drift in real time. The platform also supports pre-deployment and post-deployment monitoring, offering a holistic approach to AI quality assurance that enhances transparency, accountability, and trust in AI systems.

In August 2023, Synopsys Inc., a US-based electronic design automation (EDA) company, acquired PikeTec GmbH for an undisclosed amount. Through this acquisition, Synopsys aims to strengthen its automotive software testing and verification capabilities, providing automotive companies with more efficient and comprehensive solutions to develop software-defined vehicles faster, safer, and more securely. The acquisition addresses growing vehicle software complexity, virtualizes testing environments, and enables early-stage validation across all phases of development. PikeTec GmbH is a Germany-based software company specializing in automotive software testing through its test automation tool, TPT (time partition testing).

Major players in the model validation platform market are International Business Machines Corporation (IBM), PricewaterhouseCoopers International Limited (PwC), Ernst & Young Global Limited (EY), KPMG International Limited, Capgemini SE, BlackRock Inc., HCL Technologies Limited, Wolters Kluwer N.V., Moody's Analytics Inc., Equifax Inc., Protiviti Inc., SAS Institute Inc., Fair Isaac Corporation (FICO), The MathWorks Inc., Experian plc, ValidMind Inc., DataRobot Inc., Encord Ltd., LogicManager Inc., Yields MRM Ltd., Fiddler Labs Inc., ArthurAI Inc., ModelOp Inc., and Deepchecks Ltd.

North America was the largest region in the model validation platform market in 2024. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in model validation platform report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East and Africa.

The countries covered in the model validation platform market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

The model validation platform market includes revenues earned by entities by providing services such as third-party model certification services, performance drift remediation services, regulatory audit readiness services, model governance policy design services, and validation data management services. 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.

Model Validation Platform 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 model validation platform 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.

Reasons to Purchase

Where is the largest and fastest growing market for model validation platform ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward, including technological disruption, regulatory shifts, and changing consumer preferences? The model validation platform 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 forecasts are made after considering the major factors currently impacting the market. These include the technological advancements such as AI and automation, Russia-Ukraine war, trade tariffs (government-imposed import/export duties), elevated inflation and interest rates.

Scope

Table of Contents

1. Executive Summary

2. Model Validation Platform Market Characteristics

3. Model Validation Platform Market Trends And Strategies

4. Model Validation Platform Market - Macro Economic Scenario Including The Impact Of Interest Rates, Inflation, Geopolitics, Trade Wars and Tariffs, And Covid And Recovery On The Market

5. Global Model Validation Platform Growth Analysis And Strategic Analysis Framework

6. Model Validation Platform Market Segmentation

7. Model Validation Platform Market Regional And Country Analysis

8. Asia-Pacific Model Validation Platform Market

9. China Model Validation Platform Market

10. India Model Validation Platform Market

11. Japan Model Validation Platform Market

12. Australia Model Validation Platform Market

13. Indonesia Model Validation Platform Market

14. South Korea Model Validation Platform Market

15. Western Europe Model Validation Platform Market

16. UK Model Validation Platform Market

17. Germany Model Validation Platform Market

18. France Model Validation Platform Market

19. Italy Model Validation Platform Market

20. Spain Model Validation Platform Market

21. Eastern Europe Model Validation Platform Market

22. Russia Model Validation Platform Market

23. North America Model Validation Platform Market

24. USA Model Validation Platform Market

25. Canada Model Validation Platform Market

26. South America Model Validation Platform Market

27. Brazil Model Validation Platform Market

28. Middle East Model Validation Platform Market

29. Africa Model Validation Platform Market

30. Model Validation Platform Market Competitive Landscape And Company Profiles

31. Model Validation Platform Market Other Major And Innovative Companies

32. Global Model Validation Platform Market Competitive Benchmarking And Dashboard

33. Key Mergers And Acquisitions In The Model Validation Platform Market

34. Recent Developments In The Model Validation Platform Market

35. Model Validation Platform Market High Potential Countries, Segments and Strategies

36. Appendix

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