AI Platform, Cost & Governance

As AI moves into core workflows, the questions become cost, control, and risk. I help teams route across frontier, open-weight, and private models, fine-tune and serve them efficiently, and put evaluation and release governance in place before customers are exposed.

As co-founder and CPTO of MarkovML, I took an enterprise AI platform to SOC 2 Type II, with private fine-tuning and serving of open-source models inside customers’ own cloud environments.