Google Cloud → AWS and Azure
AWS and Azure equivalents of Agent Platform model evaluation (incl. fairness metrics)
The closest AWS equivalent of Google Cloud Agent Platform model evaluation (incl. fairness metrics) is Amazon SageMaker Clarify; on Azure, Responsible AI dashboard (Azure ML).
About Agent Platform model evaluation (incl. fairness metrics)
| Provider | Google Cloud |
|---|---|
| Status | Generally available |
| What it is | Evaluation metrics for trained models, including data and model bias (fairness) metrics. |
| Documentation | docs.cloud.google.com |
| Pricing | Official pricing page |
Mappings (1)
| Capability | AWS | Match (GCP vs AWS) | Azure |
|---|---|---|---|
| Bias detection & explainability | Amazon SageMaker Clarify Maintenance | Partial match | Responsible AI dashboard (Azure ML) |
Bias detection & explainability Partial match
SageMaker Clarify maps to Agent Platform model evaluation fairness metrics, and to Vertex Explainable AI for attributions, though Explainable AI is deprecated (shutdown Mar 16, 2027).
- Vertex Explainable AI was deprecated on Mar 16, 2026 and shuts down Mar 16, 2027. Plan on open-source explainers (such as SHAP) instead.
- Clarify itself is in maintenance on AWS, so neither side is a growth area.