Bottom line: Gemini Enterprise Agent Platform provides a generally available evaluation service with over 20 metrics and LLM-based assessment tools for systematic agent quality control across development and production environments.
The evaluation service of the Gemini Enterprise Agent Platform is now generally available and offers a unified infrastructure to measure agent quality consistently across local development and production environments.
The evaluation function provides over 20 predefined metrics, including adaptive assessment rubrics supported by DeepMind as well as custom, code-based, and LLM-as-a-Judge metrics. All metrics are managed in a centralized, versioned registry, enabling teams to establish a consistent evaluation baseline across multiple projects.
Integration occurs directly through existing tools: The Agent Platform SDK, agents-cli, and the Application Development Kit (ADK) enable seamless workflows without additional infrastructure. The service includes built-in simulators for user and environment behavior, allowing complex multi-step interactions to be tested automatically.
For CI/CD pipelines, the solution provides a way to systematically validate agents in local experiments before they go into production. This reduces the risk of performance degradation under production load and simplifies integration into existing deployment processes.
Source: developers.googleblog.com · Published
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