Prior to launching a new product or implementing a clinical trial, an additional level of validation may be desired to protect against a catastrophic result. Given the complexities of algorithm development, an internal group may lack the tools to robustly estimate prospective performance or even unknowingly overestimate performance due to data leakage or undetected errors. Medici Technologies can re-create the methodologies using independently developed and tested code. The Medici Rapid Assessment System is a modular development environment that enables fast and easy implementation of any modeling “recipe.” Any methods not already in the toolbox can be easily plugged into the statistically rigorous framework. This type of independent algorithm validation can provide the confidence needed prior to initiating a major event.