Your AI system is live. But it's hallucinating, drifting, or failing silently in production — and your team doesn't know why. I've spent 9+ years building and fixing exactly these systems — at Microsoft, CitiusTech, and across healthcare, fintech, and enterprise AI. I've reduced hallucination rates in clinical AI, built ML pipelines processing millions of records on Azure, and designed LLM evaluation frameworks that actually hold up under real-world pressure. I hold a patent in AI-driven personalization, have published research in computer vision, and am currently pursuing a PhD in AI at Walsh College. I work with: Founders and CTOs who are deploying AI in production for the first time Healthcare and fintech teams navigating AI safety and compliance Engineering leads who need an independent audit of their AI architecture What you can book: A 30-min project enquiry call if you have a specific problem A 90-min deep audit of your AI system or LLM pipeline 1:1 mentorship if you're building your AI/ML career If you're not sure which one fits — just book the 30-min call. We'll figure it out.