Google Cloud → AWS and Azure
AWS and Azure equivalents of Gen AI evaluation service
The closest AWS equivalents of Google Cloud Gen AI evaluation service are Amazon Bedrock Evaluations and Amazon Bedrock AgentCore; on Azure, Foundry observability & evaluations.
About Gen AI evaluation service
| Provider | Google Cloud |
|---|---|
| Status | Generally available |
| What it is | Evaluates generative models with adaptive rubrics, static rubrics, computation-based metrics (such as ROUGE and BLEU), and custom Python functions. Agent evaluation is a separate feature. |
| Documentation | docs.cloud.google.com |
| Pricing | Official pricing page |
Mappings (1)
| Capability | AWS | Match (GCP vs AWS) | Azure |
|---|---|---|---|
| Model, RAG & agent evaluation | Amazon Bedrock Evaluations, Amazon Bedrock AgentCore | Direct match | Foundry observability & evaluations |
Model, RAG & agent evaluation Direct match
Bedrock Evaluations maps to the Gen AI evaluation service on Agent Platform, which scores models with adaptive or static rubrics, computation metrics, and custom functions. Agent evaluation is a separate feature.
- Adaptive rubrics generate pass/fail tests per prompt using an autorater model.
- Computation-based metrics such as ROUGE and BLEU need ground-truth references.
- Bedrock also offers human-based evaluation jobs with a managed workforce; Google's service is automated.