30 May 2026
5 study group demos
Demo 01 · 13 min
JoJo / Kaustav Mukherjee
JoJo demos a workflow for evaluating Excel-based financial models. The system checks model structure, formulas, logic, and consistency, then returns a structured review that can make AI-generated finance models easier to audit.
Demo 02 · 15 min
Jyoti Senapati
Jyoti demos a portfolio rebalancing app that helps investors look at portfolio composition, market cycle context, and possible changes to allocation.
Demo 03 · 13 min
Jatin
Jatin demos Mutual Fund Sherlock, a tool for analyzing mutual fund portfolios. It finds stock overlap across funds, estimates true stock exposure, highlights expense-ratio issues, and produces portfolio intelligence from uploaded or entered fund data.
Demo 04 · 13 min
Muthu Raja
Muthu demos a set of personal expense agents for analyzing transactions, finding subscription leaks, and summarizing spending behavior from CSV exports.
Demo 05 · 16 min
Siddhant Jain
Siddhant demos a local-first personal finance analyzer that works with bank statements, classifies expenses, and gives users a clearer view of their money movement.