Blog

The excitement around Generative AI (GenAI) has reached boardrooms, budgets, and business units. But enthusiasm does not equal execution. Most organizations launch GenAI initiatives with fanfare, but few extract consistent value. The failure is structural, not strategic. It stems from a lack of operational clarity—no defined architecture, no clear roles, no enforced governance, and no mechanism to scale what works.

Enter the GenAI Operating Model framework. This is not another layer of abstractio

Agentic AI fails most often during rollout, not design. Leaders approve the vision, fund the platform, and then watch momentum stall once governance, security, and operating reality collide. The Agentic AI Model Context Protocol framework succeeds when adoption is sequenced deliberately and treated as organizational infrastructure rather than a side project. Let’s focus on how leaders should operationalize MCP in the real world without triggering resistance, chaos, or endless redesign.

Ambition