DSML Platform Technology Value Matrix 2026

Agentic AI is changing how organizations evaluate data science and machine learning platforms. Model development capabilities now sit alongside requirements for autonomous workflow execution, interoperability, and enterprise governance. This Nucleus Research report compares DSML platforms across functionality and usability, examining how vendors support the transition from AI-assisted analytics to agent-driven operations. It reviews platform capabilities and recent enhancements spanning data preparation, model lifecycle management, agent development, and production oversight. With Teradata positioned among the Leaders, the report gives technology decision-makers a comparative view of the market and the capabilities that support connected, transparent, and controlled AI deployment at scale.

Key takeaways:

• Compare vendors across the Value Matrix’s Leaders, Experts, Accelerators, and Core Providers categories.
• Understand how open connectivity, human oversight, monitoring, and auditability influence platform evaluation.
• Explore Teradata’s assessed capabilities, including in-database analytics, Enterprise AgentStack, ModelOps, and hybrid search.

Download the report to compare DSML platforms and inform enterprise AI technology decisions.

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