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AI Won’t Replace IT Managers – But It Will Expose Weak Ones

Over last couple of years, I have noticed an interesting pattern in conversations about Artificial Intelligence (AI). Whether I am speaking with IT executives, project managers, technical program...

IT – Tech Debt or Leadership Debt? Where Projects Really Go Off the Rails

A recent conversation with IT peers, development managers, engineering leads, and QA leaders surfaced a pattern many have faced repeatedly across projects. If you are an IT executive, TPM, or PM, you...

Devs vs. Deadlines in AI Era: When Good Code Meets Corporate Pressure

Navigating Human Side of Software Delivery Note: I distinctly remember something a speaker said during an AI forum discussion: “AI is a tool, not a replacement for human judgment.” A few...

Info Tech Incident Post-Mortem Theater

Thanks for following along through our six-part AI Cost Ripples series. In this article, we’re switching gears to something different. In my TPM career, I’ve attended countless post-mortem meetings...

Episode 6 Hidden AI Cost Ripple: Engineering Complexity

As we conclude our journey through ‘hidden cost ripples of AI’, we arrive at our final and perhaps most underestimated ripple of all: Engineering Complexity. In our previous episodes we explored...

Hidden AI Cost Ripples – Observability & Model Evaluation – Episode 5

I hope you enjoyed our previous four episodes. As we continue our journey through these hidden cost ripples of AI, we now move into Episode Five. Fifth Ripple marks a critical shift from deploying AI...