How to Automate Testing for Non-Deterministic or AI-Powered Software
Testing non-deterministic or AI-driven software? It’s possible, and this video shows you how.
In this video, we walk through how MuukTest automated a test for software that uses AI models to compare inputs and return variable results. The challenge? Since the output changes every time, the test couldn’t rely on fixed values.
To solve it, we:
Selected a project and updated its training model
Launched a comparison and validated the consistency of returned values
Confirmed that all expected output fields were populated
Ensured that changing parameters still produced coherent and formatted results
This is a great example of how MuukTest’s intelligent validation handles real-world, non-repeatable outputs, perfect for testing AI, ML, or probabilistic systems.
👉 Learn more about how MuukTest handles advanced testing challenges: https://muuktest.com/