VP, Goldman Sachs · AI Solutions Architect & Data Platform Leader · Shipping Agentic Systems in Production
I architect and deploy AI-powered agentic systems and data platforms that transform how organizations operate and make informed decisions. Over 16 years across 4 countries — partnering with clients, sales, vendors, and business stakeholders from pre-sales through production — I've shipped production agentic AI workflows, designed solutions architecture for firm-critical analytics platforms, and built infrastructure processing 2 billion+ transactions daily. I bridge the gap between frontier AI capabilities and real-world enterprise needs, turning complex technical possibilities into deployed systems that teams actually use.
Architected and modernized Goldman Sachs' Revenue Analytics Platform into a high-throughput engine computing global trading revenues, client charges, and desk-level profitability. Drove $50M in annual savings through execution cost analytics and trade routing optimization — solving complex data warehousing and pipeline challenges at institutional scale.
Self-initiated and built the firm's first AI-powered intelligence layer — from concept to production. Designed agentic workflows, LLM orchestration pipelines, and evaluation frameworks enabling front-office users to query complex financial data in natural language. Shipped governance-constrained AI systems within auditable, policy-compliant frameworks — proving frontier AI can be deployed safely for high-stakes enterprise use cases.
Own Goldman Sachs' Consolidated Audit Trail (CAT) reporting — the most demanding regulatory system in US markets. Process 2B+ transactions daily for SEC/FINRA with error rates that dramatically outperform industry standards.
Led hybrid cloud migration of 500TB+ financial data infrastructure, saving $20M annually while boosting throughput 5x. Built reusable Python ETL frameworks now powering 10+ mission-critical pipelines.
From enterprise AI solutions architecture to production-grade agentic systems — I help organizations turn frontier AI into deployed, measurable outcomes.