Notes from inside the software house.

How NOVA connects your systems without asking your organization to replace them

Choosing the First Use Case: Where Does AI Start Inside the Organization?

When an employee becomes a human API: the real cost of missing enterprise integration

A Smart Model Does Not Make an Enterprise System

According to McKinsey’s latest 2025 survey, 51% of organizations reported experiencing at least one negative AI-related incident over the previous twelve months. The findings suggest that these incidents stem from the absence of the infrastructure needed to govern how AI operates within the enterprise.

Why Do 95% of Enterprise AI Projects Fail Before They Even Begin?

In August 2025, MIT published its "The GenAI Divide" report, and the result was shocking by any industry's standards: 95% of generative AI pilot projects within enterprises produced no measurable…

Cybersecurity in the Era of AI: From Incident Management to Business Continuity

Cybersecurity in the AI era is no longer just a "technical file" managed solely by the IT department. This shift is clearly emphasized by the Five eyes cyber security agencies statement.pdf, which…

From Chatbot to Enterprise Agent: Why Arab Organizations Need a Context and Governance Layer Before Scaling AI

More than 40% of Agentic AI projects launched today will be cancelled before 2027 not because the models failed, but because the organizations that launched them never built the infrastructure to…

The Imperative of AI Governance: Evolving Regulations and the Rise of Agentic AI

By 2030, every new dollar invested in AI solutions and services will generate roughly $4.9 in additional value for the global economy, according to estimates from research firm IDC. This figure alone…

Heraclitus, the Salmon And Why Customer Experience Is No Longer a Choice

From the Current to the Expectation: Why Customer Experience Has Shifted from an Operational Priority to an Absolute Strategic Necessity