Simform builds model documentation, lineage tracking, and explainability tooling, such as SHAP and LIME, into the development workflow rather than retrofitting them. For regulated environments, we align approval workflows, data access controls, and audit trails with industry frameworks, including HIPAA, GDPR, and emerging AI Act requirements, with delivery anchored in our Microsoft Solutions Partner credentials for Security, Data, and AI.