Software as a service (SaaS) featuring non-downloadable software for evaluating, scoring, and technically analyzing artificial intelligence and machine learning models. Providing temporary use of online non-downloadable software for automated analysis of model behavior and inference reliability. Providing online non-downloadable application programming interfaces (APIs) for programmatic access to AI model evaluation and governance analysis functions.