Model Explainability

TreeSHAP runs in milliseconds per prediction on tree models — production-ready. KernelSHAP is O(2^M) and too slow for real-time inference beyond ~30 features. EU AI Act Article 86 mandates explanations for high-risk automated decisions in credit, hiring, and healthcare.