Most contact forms promise transformation; I promise a straightforward conversation about whether AI-driven mandate inference actually fits your situation. If you work with institutional investors and wrestle with messy trade data, opaque disclosures, or hard-to-explain client behavior, I am interested. I focus on systems that infer mandates and constraints from observable behavior and text, with enough transparency that a skeptical committee can interrogate every step. Use this page to outline your context, your constraints, and what you hope to understand better. I will not offer generic advice or prepackaged solutions; I will respond with questions, trade-offs, and concrete options. Past performance does not guarantee future results, and any analysis we discuss should be treated as one input among many in your decision process. If you are comfortable with that level of realism, send a note and I will follow up with a clear next step.