I’m a consultant focused on data, digital transformation, and applied AI.
Most of my work sits in the uncomfortable middle where business problems are ambiguous, data is messy, systems are fragmented, and "AI strategy" exists mostly in slides.
I help translate real business problems into data and systems that actually work.
I’m most interested in problems where things tend to break:
- Translating business questions into data, analytics, and AI designs
- Building foundational data and AI infrastructure in complex or regulated environments
- Diagnosing why KPIs, and data initiatives fail in practice
- Designing decision frameworks, not just metrics
- Applying AI pragmatically, with real constraints around data quality, cost, governance, and incentives
I care less about models in isolation, and more about whether systems survive contact with reality.
- Markazy https://markazy.ai/
- Substack: https://substack.com/@naremandarwish