Runtime governance through agent enforcement versus pre-deployment model validation. KoraSafe guards production systems continuously. Monitaur validates models before they ship.
| Feature | KoraSafe | Monitaur |
|---|---|---|
| Model Validation & Testing | ||
| Model Testing & Benchmarking | Basic | Strong |
| Performance Monitoring | Integrated | Deep Monitoring |
| Model Drift Detection | Supported | Advanced |
| Model Inventory & Catalog | ✓ | ✓ |
| Model Documentation | ✓ | ✓ |
| Risk & Assessment | ||
| Risk Scoring Engine | ✓ | ✓ |
| Bias Detection | ✓ | ✓ |
| Fairness Metrics | ✓ | ✓ |
| Automated Risk Assessments | ✓ | ✓ |
| Custom Metric Definitions | ✓ | ✓ |
| Governance & Compliance | ||
| Policy Engine | ✓ | Basic |
| Governance Workflows | Agent-Based | Manual |
| Regulatory Mapping | US State Laws | Framework-Based |
| Compliance Reporting | ✓ | ✓ |
| Audit Trail & Logging | ✓ | ✓ |
| Runtime & Enforcement | ||
| Guardian Agents | 6 Agents | Not offered |
| Real-Time Enforcement | Active | Not offered |
| Circuit Breakers | ✓ | Not offered |
| Model Performance Alerts | ✓ | Advanced |
| Architecture & Integration | ||
| MCP-Native Support | ✓ | Not offered |
| REST API | ✓ | ✓ |
| Deployment Options | Cloud & Self-Hosted | Cloud & Self-Hosted |
| Agent-Based Architecture | 13 Agents | Traditional SaaS |
| Pricing & Licensing | ||
| Public Pricing | ✓ Transparent | Custom Only |
| Free Tier | ✓ | Not offered |
| Pricing Model | Per-Agent + Usage | Flexible Enterprise |