Mentis AI

AI Research Scientist

• Construct expert benchmarks: Build and validate real-world portfolio analyses, financial planning frameworks, and client advisory materials used to evaluate frontier AI systems.
• Stress-test model reasoning: Diagnose weaknesses in AI-generated wealth management analyses, identifying where logic, assumptions, or advisory intuition fail.
• Design frameworks: Translate how practitioners build tailored portfolios, select managers, navigate tax and estate considerations, and communicate investment rationale to sophisticated clients into problems that push the limits of AI reasoning.
• Compare human vs. machine judgment: Systematically evaluate divergence between professional advisory judgment and AI outputs across asset allocation, alternatives, financial planning, and private client contexts.

Wealth Management Professional – AI Residency, Part-time

• Construct expert benchmarks: Build and validate real-world credit analyses, underwriting cases, and portfolio monitoring frameworks used to evaluate frontier AI systems.
• Stress-test model reasoning: Diagnose weaknesses in AI-generated credit analyses, identifying where logic, assumptions, or underwriting intuition fail.
• Design frameworks: Translate how credit professionals evaluate borrowers, structure facilities, and monitor middle-market companies through the deal lifecycle into problems that push the limits of AI reasoning.
• Compare human vs. machine judgment: Systematically evaluate divergence between professional credit judgment and AI outputs across direct lending, unitranche, and structured credit contexts.

Private Credit Professional – AI Residency, Part-time

• Construct expert benchmarks: Build and validate real-world underwriting models, return analyses, and investment cases used to evaluate frontier AI systems.
• Stress-test model reasoning: Diagnose weaknesses in AI-generated real estate analyses, identifying where logic, assumptions, or market intuition fail.
• Design frameworks: Translate how REPE professionals evaluate acquisitions, structure transactions, and manage assets across the investment lifecycle into problems that push the limits of AI reasoning.
• Compare human vs. machine judgment: Systematically evaluate divergence between professional real estate judgment and AI outputs across asset classes, risk profiles, and fund structures.

Real Estate Investment Professionals – AI Residency, Part-time

• Construct expert benchmarks: Build and validate real-world investment memos, market analyses, and founder evaluation frameworks used to evaluate frontier AI systems.
• Stress-test model reasoning: Diagnose weaknesses in AI-generated venture analyses, identifying where logic, assumptions, or investment intuition fail.
• Design frameworks: Translate how VCs evaluate founders, size markets, assess competitive dynamics, and construct portfolios across stages and sectors into problems that push the limits of AI reasoning.
• Compare human vs. machine judgment: Systematically evaluate divergence between professional venture judgment and AI outputs across deal evaluation, term sheet structuring, and portfolio management contexts.

Venture Capital Professional – AI Residency, Part-Time

• Construct expert benchmarks: Build and validate real-world investment cases, securities analyses, and portfolio management frameworks used to evaluate frontier AI systems.
• Stress-test model reasoning: Diagnose weaknesses in AI-generated investment analyses, identifying where logic, assumptions, or market intuition fail.
• Design frameworks: Translate how institutional investors evaluate securities, construct portfolios, and manage risk into problems that push the limits of AI reasoning.
• Compare human vs. machine judgment: Systematically evaluate divergence between professional investment reasoning and AI outputs across equities, fixed income, and multi-asset contexts.

Asset Management Professional – AI Residency, Part-time

• Construct expert benchmarks: Build and validate real-world transaction analyses, valuation frameworks, and deal materials used to evaluate frontier AI systems.
• Stress-test model reasoning: Diagnose weaknesses in AI-generated deal analyses, identifying where logic, assumptions, or transaction intuition fail.
• 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.
• Compare human vs. machine judgment: Systematically evaluate divergence between professional banking judgment and AI outputs across M&A, ECM, DCM, and leveraged finance contexts.

Investment Banking, Capital Markets Professional – AI Residency

• Construct expert benchmarks: Build and validate real-world financial models, returns analyses, and investment cases used to evaluate frontier AI systems.
• Stress-test model reasoning: Diagnose weaknesses in AI-generated analyses, identifying where logic, assumptions or market intuition fail.
• Design frameworks: Translate how investors navigate uncertainty, stress assumptions, and structure transactions into problems that push the limits of AI reasoning.
• Compare human vs machine judgment: Systematically evaluate divergence between professional investment reasoning and AI outputs.

PE & Growth Equity MBA Fellowship

• Construct expert benchmarks by building and validating real-world underwriting cases, actuarial analyses, and investment frameworks used to evaluate frontier AI systems.
• Stress-test model reasoning by diagnosing weaknesses in AI-generated insurance analyses, identifying where logic, assumptions, or domain intuition fail.
• Design frameworks that translate how insurance professionals evaluate risk, price policies, manage general account portfolios, and model liabilities into problems that push the limits of AI reasoning.
• Compare human vs. machine judgment by systematically evaluating divergence between professional insurance judgment and AI outputs across investments, underwriting, and actuarial contexts.

Insurance Professionals – AI Residency, Part-time

PE & Growth Equity Professionals, AI Residency – Part-time

• Build and validate real-world transaction analyses, valuation frameworks, and deal materials used to evaluate frontier AI systems.
• Diagnose weaknesses in AI-generated deal analyses, identifying where logic, assumptions, or transaction intuition fail.
• 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.
• Systematically evaluate divergence between professional banking judgment and AI outputs across M&A, ECM, DCM, and leveraged finance contexts.

Investment Banking & Capital Markets Professionals – AI Residency, Part-time

• Build and execute financial models: construct DCF valuations, comparable company analyses, LBO models, and credit assessments that serve as training data and evaluation benchmarks for AI systems.
• Perform deep financial analysis: analyse earnings reports, dissect financial statements, assess credit metrics, and produce institutional-quality research outputs that teach AI models how finance professionals actually think.
• Design evaluation frameworks: create scoring rubrics and benchmarks that test whether AI models can handle real-world finance scenarios: merger analysis, debt structuring, equity valuation, and more.
• Develop annotation guidelines: translate complex finance workflows (deal origination, due diligence, credit committee processes) into precise, structured labelling instructions for AI training.
• Stress-test AI outputs: review and critique model-generated financial analyses, identifying errors in logic, methodology, or market understanding that a trained analyst would catch.
• Collaborate with ML engineers: work cross-functionally to refine prompts, iterate on data quality, and improve model performance in finance-specific tasks.

Finance Intern – AI Research

Financial Planning and Analysis

• Help build AI training data that captures how private equity and growth equity professionals evaluate investments
• Value companies, structure transactions, manage portfolio companies, and drive returns across the full investment lifecycle from sourcing to exit

Financial Expert, AI Training – Evaluation

Artificial Intelligence

• Contribute commercial and corporate banking expertise to an AI training project
• Help develop training data that reflects how relationship bankers and credit analysts evaluate borrowers, structure credit facilities, and manage corporate client relationships

Wealth Management Professional – AI Residency, Part-time

Private Credit Professional – AI Residency, Part-time

Real Estate Investment Professionals – AI Residency, Part-time

Venture Capital Professional – AI Residency, Part-Time

Asset Management Professional – AI Residency, Part-time

Investment Banking, Capital Markets Professional – AI Residency

PE & Growth Equity MBA Fellowship

Insurance Professionals – AI Residency, Part-time

PE & Growth Equity Professionals, AI Residency – Part-time

Investment Banking & Capital Markets Professionals – AI Residency, Part-time

PE & Growth Equity MBA Fellowship

PE & Growth Equity Professionals, AI Residency – Part-time

Finance Intern – AI Research

Financial Expert, AI Training – Evaluation

Commercial Banking – Expert AI Trainer