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Domino named a ModelOps leader in 2025 Dresner report
Top vendor for three years in a row
Download the Dresner study
Managing the rising complexity of AI models is becoming a defining challenge. This excerpt from the annual Wisdom of Crowds® market study by Dresner Advisory Services spotlights the continued growth in the number and variety of models in production as well as the persistent challenges with visibility, ownership, and oversight. While adoption of agentic AI is still emerging, its presence correlates with larger model inventories and greater operational complexity, underscoring the need for mature ModelOps practices.
Read this excerpt to learn key findings including:
51% of organizations lack visibility into how many models they have in production.
Responsibility for ModelOps is shifting toward centralized functions to strengthen governance and infrastructure.
IT departments now lead ModelOps oversight in 40% of organizations, surpassing data science teams (24%).
Monthly refresh is most common, but industries diverge widely by risk and regulation.
Top priorities include version control, monitoring, life cycle management, and CI/CD/CT, with gaps in advanced automation.
