About Me
I’m a product and AI consultant with over 15 years of Silicon Valley experience transforming complex legal and financial workflows into intuitive, scalable systems.
I help firms turn AI into real productivity, not experiments.
With over 15 years of experience building products across legal and financial services, I’ve developed a deep understanding of how professionals actually work—and where technology helps or gets in the way. I’ve worked closely with founders, operators, compliance teams, and engineers to translate complex requirements into products that are usable, scalable, and trusted.
Over the years, my work has spanned enterprise legal platforms, consumer and B2B financial products, and most recently, AI-powered systems used in real production environments. From workflow automation and research assistants to compliance-grade advisory tools, I’ve helped teams apply AI in ways that meaningfully reduce manual effort, improve decision-making, and fit naturally into day-to-day operations.
Today, I help tech and professional services companies understand where AI can create real operating leverage—cutting through hype to focus on practical use cases that save time, reduce risk, and unlock growth. I work as a strategic partner, not a vendor: offering clear trade-offs, multiple paths forward, and grounded recommendations shaped by firsthand experience shipping live products.
My goal is simple: help teams use AI to work smarter, serve clients better, and focus on growing the business—without compromising trust, compliance, or quality.
What I Do
Product–Market Fit & Use-Case Validation
Identify where AI genuinely creates value in your product or workflows, separating high-impact opportunities from noise before you invest time and capital.
AI-Ready Roadmap & Feasibility Assessment
Evaluate technical, data, compliance, and operational readiness to build a realistic AI roadmap your team can actually ship and scale.
Practical AI Stack & Tooling Selection
Cut through the vendor sprawl to select the right models, platforms, and tools that fit your use case, risk profile, and long-term architecture.