case-studies

Case Study: Financial Risk Engine

A bank accelerates Monte Carlo risk simulations with Pyvorin.

Published May 30, 2026

Problem

Monte Carlo VaR simulations ran overnight and missed trading deadlines.

Compiled the simulation loop and portfolio aggregation functions.

Simulations completed in 45 minutes instead of 8 hours — 10x speedup.