Investment Banking & Capital Markets — AI Residency
Posted 2 days ago by Aptura (formerly Mentis AI)
Negotiable
Undetermined
Remote
United Kingdom
Summary: The Investment Banking & Capital Markets — AI Residency at Mentis AI is tailored for experienced research analysts and portfolio managers seeking to integrate AI into financial services. Participants will engage in developing AI prompts, evaluating AI outputs against human judgment, and designing frameworks for transaction evaluation. This role offers a unique opportunity to influence how AI reshapes deal workflows in investment banking. The residency is flexible, allowing for remote work globally or in-person attendance in London.
Key Responsibilities:
- Develop and iterate realistic prompts for testing AI-generated insights.
- Systematically evaluate divergence between professional banking judgment and AI outputs across various financial contexts.
- Translate senior bankers' evaluation processes into AI reasoning challenges.
- Build and validate real-world transaction analyses and valuation frameworks.
Key Skills:
- 3–7 years of experience in investment banking or capital markets at a bulge bracket or elite boutique.
- Associate, VP, or Director level experience across M&A, ECM/DCM, or leveraged finance.
- Deep expertise in M&A deal structuring, capital markets execution, or syndicate/book-running.
- Strong financial modeling skills, including LBO, DCF, and complex transaction analysis.
- Ability to articulate investment banking judgment clearly in writing.
- Genuine intellectual curiosity about AI applications in financial services.
Salary (Rate): undetermined
City: undetermined
Country: United Kingdom
Working Arrangements: remote
IR35 Status: undetermined
Seniority Level: undetermined
Industry: Other
About Us Mentis AI works at the intersection of institutional finance expertise and frontier AI systems. Our team combines deep financial services experience (Lazard, Partners Group) with machine learning and applied AI research. Operating across London and San Francisco, we collaborate with leading AI labs to improve how models reason, generalize, and make decisions in high-stakes financial contexts.
The Opportunity This residency is designed for senior research analysts and portfolio managers who want exposure and a meaningful experience towards the direction of AI in your domain and earn early, practical exposure at using advanced AI system.
You will:
- Prompt: Develop and iterate realistic prompts that you would ask a junior role to test the relevance and quality of AI-generated insights.
- Compare human vs. machine judgment: Systematically evaluate divergence between professional banking judgment and AI outputs across M&A, ECM, DCM, and leveraged finance contexts.
- Design frameworks: Translate how senior bankers evaluate transactions, structure deals, and advise clients through origination, execution, and close into problems that push the limits of AI reasoning.
- Construct expert benchmarks: Build and validate real-world transaction analyses, valuation frameworks, and deal materials used to evaluate frontier AI systems.
Why This Experience Is Valuable Hands-on exposure to how AI is reshaping deal workflows, from pitching and origination through financial modeling, fairness opinions, and transaction close. You will be among the first investment banking professionals to work directly on how frontier AI models reason about transaction structuring, valuation, and capital markets execution.
Who You Are 3–7 years of experience in investment banking or capital markets at a bulge bracket or elite boutique (e.g. Goldman Sachs, Morgan Stanley, J.P. Morgan, Bank of America, Citi, Barclays, UBS, Deutsche Bank, Wells Fargo, Evercore, Moelis, Centerview, Lazard, Jefferies) Associate, VP, or Director level across M&A, industry coverage, ECM/DCM, leveraged finance, or syndicate Deep expertise in at least one of: M&A deal structuring and valuation, equity or debt capital markets execution, sector-specific coverage, or syndicate/book-running Strong financial modeling skills (including LBO, 3-statement, DCF) and comfort with complex transaction analysis, fairness opinions, and client-facing materials Ability to articulate investment banking judgment clearly and precisely in writing Genuine intellectual curiosity about the application of AI in financial services.
Residency Structure Commitment: 15+ hours/week, flexible scheduling Location: Remote globally, or in-person if based in London Compensation: Hourly rate depending on experience Start date: Immediate / Rolling