Thought Leadership
Exploring what’s shaping the future of business and technology.
The Data Chaos
During my years leading a trade data platform at a large bank, we processed millions of transformations every month spanning payments, settlements, risk, and complia...
The AI Conundrum
As we step into 2026, something curious is unfolding. AI models can write code, analyse images and understand language with remarkable precision. Yet in actual business environments, something goes awry. In 2025, MIT found 95% of generative AI pilots don't translate into measurable business impact. RAND indicated an 80% failure rate for AI projects-twice what we see with tradit
Before You Trust AI, Ask If You Trust Your Data
A few months into an AI initiative, the pattern usually looks like this: The demo worked. The model was impressive. The leadership deck looked promising. But adoption slowed down. People stopped trusting the outputs. Teams began double-checking everything.
Data Discipline: Building Trust in Enterprise Data
Data discipline is not another tool or policy. It is what removes hesitation. It is the difference between teams trusting data by default and pausing every time they need an answer. When data is disciplined, decisions move fast because confidence is built in.
