Amazon Web Services → Microsoft Azure
Azure equivalent of Amazon SageMaker Clarify
SageMaker Clarify (in maintenance, no new customers) maps to the Azure Machine Learning Responsible AI dashboard.
About Amazon SageMaker Clarify
| Provider | Amazon Web Services |
|---|---|
| Status | maintenance Maintenance No longer open to new customers (lifecycle announcement June 30, 2026). AWS recommends published monitoring solutions, SHAP, MLflow, and Bedrock Evaluations. |
| What it is | Bias detection and explainability (SHAP) for ML models. |
| Documentation | docs.aws.amazon.com |
| Pricing | Official pricing page |
Azure mappings (1)
| Capability | Azure equivalent | Match |
|---|---|---|
| Bias detection & explainability | Responsible AI dashboard (Azure ML) | Partial match |
MLOps & responsible AI(1)
Bias detection & explainability Partial match
SageMaker Clarify (in maintenance, no new customers) maps to the Azure Machine Learning Responsible AI dashboard. On AWS, new customers are directed to SHAP, MLflow, and Bedrock Evaluations instead.
- The Azure Responsible AI dashboard (error analysis, fairness, interpretability, counterfactuals, causal analysis) is active, while Clarify accepts no new customers.
- Clarify's replacement guidance on AWS is a set of components (reference monitoring solutions, standardized bias formulas, SHAP, MLflow, QuickSight, Bedrock Evaluations), not one managed service.