Auditing, Testing, and Continuous Monitoring

Ethical Unit and Integration Testing How to test AI behavior in PHP apps for fairness and reliability.

• Monitoring Models in Production Set up alerts and logs for anomalies in predictions or behavior.

• Periodic Re-Evaluation of AI Models Retraining and updating models as data and context evolve.