Applied Corporate Finance Fellow

About Aptura AI

Aptura AI builds domain-specific AI systems for regulated industries such as finance by combining frontier models with real-world expert judgment. Our leadership includes professionals from Lazard and Partners Group, and we operate across London and San Francisco. We work with AI labs and vertical AI companies to improve how models reason in finance, healthcare, and legal workflows.

The opportunity

This fellowship is designed for candidates who want to apply serious finance training to frontier AI systems.

You will work at the intersection of:

· Corporate finance and investment analysis

· Financial modeling and valuation

· AI system evaluation and model behavior

What you will do

You will work directly with Aptura's founders, finance practitioners, and ML teams on projects that shape how advanced AI systems perform on real financial tasks. Typical work includes:

- Build and validate real world financial models and tasks: Develop DCFs, comparable company analyses, precedent transaction analyses, LBO cases, and credit assessments used as expert reference cases and evaluation benchmarks for AI systems.

- Analyze financial reasoning quality: Review model-generated outputs and identify errors in logic, assumptions, methodology, or market interpretation that a trained analyst would catch.

- Design decision frameworks: Translate how finance professionals think through trade-offs, uncertainty, and scenario analysis into structured frameworks that can be used to test model performance.

- Create high-signal evaluation tasks: Help define finance problems that differentiate strong model reasoning from weak model reasoning across topics such as M&A, debt structuring, earnings analysis, and capital allocation.

- Run human-versus-model comparisons: Compare AI analyses against practitioner approaches to isolate where the model is missing context, using weak assumptions, or drawing unsupported conclusions.

- Collaborate with research and ML tea...