The Struggles of Delivering Enterprise AI and Machine Learning Operations

The Struggles of Delivering Enterprise AI and Machine Learning Operations

This IDC Market Perspective explores the difficulties that technology suppliers encounter in delivering effective MLOps solutions in a rapidly evolving AI market. The document provides actionable advice for suppliers, emphasizing the importance of ease of use, security, automation, collaboration, and proactive customer engagement. "AI suppliers today face a precarious balancing act. They're navigating a market with wildly varying levels of AI maturity among customers, from those just dipping their toes in the AI water to advanced adopters demanding cutting-edge solutions," says Kathy Lange, research director, AI Software at IDC. "Addressing diverse customer needs, managing the AI maturity spectrum, and strategically investing in both traditional and generative AI is a defining challenge for vendors in the fast-paced AI landscape."