Reproducibility

The ability to consistently recreate the same AI model results given the same data, code and computational environment, a fundamental requirement for trustworthy AI.

The ability to get the same AI results when you run the same experiment again. This is crucial for trust; if you can't reproduce results, you can't verify them.

Reproducibility is a governance and compliance requirement. If regulators or auditors ask you to demonstrate how an AI system reached a decision, you need to be able to reproduce the result. Your governance framework should mandate reproducibility standards.