Test ML models with Giskard's scan() vulnerability detector + test catalog (performance, robustness, fairness, data leakage, ethical issues) for tabular and NLP models. Wrap a prediction function in giskard.Model + a DataFrame in giskard.Dataset; emit test suites that pass/fail in CI. Use when a trained tabular or NLP model is about to ship with no test suite of its own, or when a feature-engineering or hyperparameter change needs a pre-merge scan for newly introduced vulnerabilities.