Understanding actual agent behavior with content—rather than theoretical capabilities—helps enterprises design AI operations that deliver measurable value instead of experimental pilots.
ECM.DEV focuses on how enterprises can translate AI agent telemetry into operational discipline, moving beyond vendor benchmarks to data-driven content governance.
Read the full analysis at Sanity.
Dries Buytaert argues that running multiple CMS platforms creates hidden operational costs through duplicated integrations, security policies, expertise, and governance. He proposes standardizing on Drupal while using different operating models—SaaS (Acquia Source) for speed and PaaS (Acquia Cloud) for control—to preserve flexibility while reducing fragmentation.
The article discusses the infrastructure and capabilities required for AI agents to effectively manage content operations in enterprise environments, focusing on the practical requirements developers must understand when building systems that automate content workflows.
Umbraco, a Denmark-based open source CMS with .NET heritage, is positioning itself for the AI and agentic future through intentional product strategy. The article explores two Phils (likely leadership figures) and Umbraco's approach to incorporating AI and Model Context Protocol (MCP) capabilities into its platform.