Strategy, auditing, and independent expertise for organizations navigating the real complexity of AI deployment.
Most AI consulting tells you what you want to hear. I tell you what is actually happening inside your systems — technically, ethically, and strategically. My background spans machine learning engineering, curriculum design, and years of teaching AI from first principles. That combination lets me evaluate AI products with a depth most consultants cannot offer.
I help organizations define what AI should and should not do in their product. This includes scoping realistic objectives, evaluating build-vs-buy decisions, identifying where AI adds genuine value versus where it adds complexity without benefit, and designing roadmaps that reflect both technical constraints and business goals.
Independent review of deployed or in-development AI systems. I evaluate model performance, data quality, bias and fairness considerations, transparency, and alignment with stated objectives. I deliver clear, actionable findings — not compliance-speak.
Ethics cannot be bolted on after the fact. I provide structured review of AI systems for potential harms, unintended consequences, and misalignment between design intent and real-world impact. This includes reviewing training data provenance, labeling practices, and RLHF choices.
For business leaders who need a trusted, independent voice on AI decisions. I serve as a thinking partner for C-suite and senior leadership — translating technical realities into strategic considerations, without the sales agenda of a vendor or the opacity of a black-box system.
AI consulting is filled with former engineers who know the technical layer deeply but lack the conceptual scaffolding to evaluate it critically. My path — from production management to data science, with sustained work in pedagogy and ethics — gives me something different: the ability to ask what a system is actually doing, whether it should be doing it, and whether the people responsible for it understand what they have built.
I have built AI curriculum from scratch. I have watched students move from confusion to understanding. That process of translation — from mathematical abstraction to human meaning — is exactly what good AI consulting requires.
Start a conversation