The Seferlis Blog

Blog Posts

AI Isn’t Replacing Employees. It’s Rewriting the Work Around Them.
About a year ago, it was difficult to attend an AI conference, open LinkedIn, or read anything about...
Real-Time AI Decision Making: Why Your Fast, Accurate AI Still Acts Too Late
Your dashboards refresh in real time. Your models are accurate. And your organization still acts too...
Federated Data Architecture: When Semantic Layers Help (and When They Don’t)
That question has largely been answered. It does, and not because it’s ideal, but because it...
Data Engineering for AI Systems: A Practical Framework for Reliable AI in Production
Data engineering for AI systems is fundamentally different from traditional data engineering. While...
AI Agents Won’t Fix Your Bad Process (But They’ll Expose It Fast)
As AI agents move from novelty to necessity in today’s enterprises, a critical question is emerging:...
The Evolving Case for AI: A Step-by-Step Implementation Guide for Business and Technical Decision Makers
As I finished up my previous article on calculating the ROI and TCO of AI, I gave you the analysis...
The Evolving Case for AI: Justifying AI Investments with ROI and TCO in 2025
When I first wrote about justifying AI investments in my book, I focused on how businesses could...
Copilots are revolutionizing business… so why are IT leaders hesitant?
Parlor tricks, Smoke and Mirrors, Inaccurate, Hallucinating, Too Expensive… Useless!?!? Yes...
The Current State and Future of AI: Opportunities, Challenges, and the Road Ahead
Artificial Intelligence (AI) has become a cornerstone of modern technology, influencing industries...