Pakistan AI Centers of Excellence (Pak AI CoE)

Making AI systems inspectable and explainable

For AI to be acceptable in public services and regulated sectors, decision-makers must be able to understand, challenge and audit model behaviour. Pak AI CoE builds auditability into the technical stack and project methodology.

Technical practices for auditability

• Version control for datasets, model code and configuration.
• Logging of input data, output decisions and key intermediate signals.
• Model cards and documentation describing scope, limitations and training data.
• Use of interpretable models or expla -->