Certinia pushes Veda deeper into AI-native services: theCUBE Research analysis
AI-native services are shifting the value of artificial intelligence beyond individual productivity and into stronger project-team outcomes.
Professional services firms face pressure to deliver more quickly without weakening quality, margins or accountability. Certinia is responding through its acquisition of Moonnox, which expands Veda beyond workflow orchestration by connecting project conversations, documents and changing requirements with structured operational data. The distinction matters because clients pay for informed judgment, not simply faster output, according to Scott Hebner, principal analyst at theCUBE Research.
“AI-native services delivery is defined by context and judgment — not autonomy alone,” Hebner wrote in a recent research brief. “Its value lies in understanding changing conditions, surfacing consequences, strengthening human judgment and coordinating outcomes. In professional services, where the underlying product is accountable judgment, this distinction is critical.”
In his latest analysis, Hebner examines how Certinia is expanding Veda into a context-aware platform for professional services. He explains how the integration of Moonnox could connect operational data with project conversations, documents and decisions, helping firms apply shared knowledge and human judgment across the professional services lifecycle.









