Summer Internship: AI-Powered Pricing for Cohort Financing

Location: Remote / Flexible Duration: Summer 2025

This internship focuses on developing an AI-powered pricing tool that optimizes financing terms based on customer cohort data. The tool will provide the optimal financing amount (X) and interest rate (p) to maximize profitability while maintaining a specified risk range.

Project details:

• Risk Modeling: Build a machine learning model to predict financing risk using customer Lifetime Value (LTV) and churn volatility.
• Profitability Optimization: Develop an optimization framework to determine the best financing amount (X) and interest rate (p).
• Pricing Tool Development: Integrate risk and profitability models into a functional prototype with user-adjustable risk parameters.
• Documentation & Evaluation: Deliver a well-documented prototype demonstrating the tool’s functionality.

Scope:

• Focus on modeling and prototyping, not full implementation.
• Provide clear analysis and evaluation of the pricing tool.

Who Should Apply?

• Students in Computer Science, Data Science, Finance, or related fields.
• Experience with Python, ML frameworks (TensorFlow, PyTorch, Scikit-Learn).
• Understanding of optimization, risk modeling, and financial concepts is a plus.

What is Gilion?

At Gilion, we’re building the world’s largest Growth Platform for founders. Our technology is at the heart of everything we do, enabling entrepreneurs to achieve their goals faster through innovative funding and analytics solutions. Our platform seamlessly connects raw business data to cutting-edge growth models, offering founders unparalleled insights and access to growth loans that are unmatched in the market. We’re a group of engineers hailing from leading innovators like Google, Spotify, King, Anyfin, and Einride. We’ve joined forces with some of the brightest minds in banking to assist entrepreneurs in growing their businesses smarter and faster. Traditionally, founders have been left to navigate the fundraising journey alone. The Gilion platform offers immediate access to a powerful analytics tech stack, featuring intuitive visualizations and advanced forecasting without needing SQL or CSS. Our data-driven approach helps founders understand their performance compared to peers, as the industry shifts towards more objective, data-backed investment decisions. We’re fully committed to driving a new era for how entrepreneurs grow their ventures on a global scale.