AI Product Lead
Madison-Davis, LLC
Job Description
A leading global financial services organization is building a dedicated AI capability within its Investment Banking organization and is seeking an AI Product Lead who can bridge deep business understanding with hands-on technical execution.
\n \nThis is not a traditional product-management or requirements-gathering role. You will work directly with senior AI leadership and Investment Banking professionals to identify high-value opportunities, rapidly prototype AI-powered applications, validate their business impact, and help drive successful solutions into production and adoption.
\n \nThe ideal candidate brings experience from Investment Banking or a closely adjacent deal-oriented financial environment and has developed genuine hands-on capability building LLM-powered applications. You should understand how bankers work while also being technically credible with engineers.
\n \nResponsibilities
\n \n- \n
- Identify high-friction Investment Banking workflows and translate them into practical AI opportunities. \n
- Design and build AI-powered tools supporting workflows such as pitch preparation, comparable-company analysis, diligence, document preparation, client research, and market surveillance. \n
- Own the early product lifecycle from opportunity identification and data sourcing through prototyping, validation, deployment, and adoption. \n
- Integrate LLM applications with financial-data platforms, APIs, internal databases, and enterprise systems. \n
- Develop context pipelines, evaluation approaches, guardrails, and agentic workflows. \n
- Partner closely with bankers, analysts, associates, engineers, security, legal, and other stakeholders. \n
- Evaluate opportunities based on feasibility, implementation cost, business value, risk, and expected ROI. \n
- Monitor adoption, usage, performance, time savings, and business outcomes for deployed solutions. \n
Role Requirements
\n \n- \n
- Approximately 1–4 years of experience in Investment Banking, corporate finance, M&A advisory, capital markets, equity research, or a closely adjacent financial-services environment. \n
- Strong working knowledge of Investment Banking workflows such as pitching, financial modeling, comparable-company analysis, CIM/OM preparation, diligence, origination, and execution. \n
- Hands-on experience building LLM-powered applications beyond tutorials or basic prompt engineering. \n
- Ability to rapidly prototype across data integration, backend logic, and user-facing applications. \n
- Intermediate proficiency in at least one programming language. \n
- Understanding of LLM context design, evaluations, guardrails, and cost/quality tradeoffs. \n
- Ability to determine when agentic workflows are appropriate and when simpler solutions are more effective. \n
- Strong communication skills with the ability to work across senior business and technical stakeholders. \n
- Ability to operate independently in ambiguous, fast-moving environments. \n
- Bachelor’s degree required. \n
Nice to Have
\n \n- \n
- Experience deploying generative AI products into production. \n
- Experience with financial-data platforms such as PitchBook, FactSet, Bloomberg, or SEC EDGAR. \n
- Startup, fintech, AI-product, or entrepreneurial experience. \n
- Experience building AI applications within regulated or data-sensitive environments. \n
- Exposure to crypto, digital assets, trading, brokerage, or asset management. \n
$160k - $210k
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