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A Practical Guide to Applying Machine Learning within a Strategic Performance Management System 1. Introduction Machine Learning (ML) is often misunderstood as a complex, expensive technology reserved for large corporations. In reality, SMEs can leverage ML as a powerful performance…

ConnectDots precisely designs the architecture for effective AI implementation. Over the last two years, everyone has been talking more about AI (Artificial Intelligence). Some mean Generative AI. Others mean Agentic AI (AI with the ability to execute actions).

In every company I enter, when I mention the word KPIs, I see the same reaction: Tired eyes. Defensive managers. Employees who feel afraid. Executives saying: “We’ve tried them. They don’t work.”

From living inside real companies and executing SPM systems, the truth looks more like this: People and numbers are not opposites. They are cause and effect.

Why ConnectDots Exists! Many entrepreneurs, owners, and CEOs are not simply trapped in micromanagement, stress, and workaholism. They are conditioned by a system that silently rewards them for it. Micromanagement gives the illusion of control. Stress creates a sense of…

I didn’t create ConnectDots because businesses lack goals. Or because they don’t have KPIs. Or because they don’t use ERP systems, reports, or dashboards. I created it because all of these already exist — but they are disconnected.

When I talk about weekly and monthly rhythm meetings within a Strategic Performance Management System like ConnectDots, the system I designed for Small & Medium size Companies,  I am not talking about the classic “management meetings” that most Managers  have…