Machine Learning Operations (MLOps) – Technology Provider Landscape with Products PEAK Matrix® Assessment 2022

As data volumes increase exponentially, enterprises are adopting AI and ML capabilities to gain business insights and make decisions. However, enterprises face several challenges in deploying ML models to production. As a result, enterprises are leveraging Machine Learning Operations (MLOps) for their deployment, monitoring, and collaboration needs to improve the quality and relevance of ML model results, achieve business-oriented outcomes, and enhance stakeholder experience. MLOps is a growing market, rapidly evolving in terms of product features, architecture, training and support, deployment options, partner ecosystem, and commercial models. Technology providers can help enterprises succeed in their AI/ML transformation journeys by implementing MLOps across the enterprise.

In this research, we present detailed profiles and assessments of 18 technology providers featured on Everest Group’s MLOps Products PEAK Matrix® 2022. Each profile provides a comprehensive picture of the technology provider’s size and scope of business, product capabilities, partnerships, domain investments, and case studies.