Agent and Model Evaluations in Gemini Enterprise Agent Platform are now GA

Agent and model evaluations in the Agent Platform are now generally available, providing tools to measure and compare the quality of agents and models during development and after launch using consistent metrics. The platform offers over 20 pre-built metrics for various tasks, such as summarization and translation, and allows users to define custom metrics. Experiments can be run client- or server-side, and the system supports issue clustering to interpret evaluation failures efficiently. Online monitors enable continuous evaluation on live production traffic, offering score-over-time charts and drift alerts. The evaluation service includes a flexible UI for defining metrics and reviewing results, with all experiment artifacts stored in Cloud Storage for transparency and compliance. Additionally, the platform supports case generation and simulation to create comprehensive evaluation datasets, while pricing is based on model calls and Cloud Storage use. Integration with existing tools is facilitated through the Agent Platform SDK and agents-cli, allowing seamless evaluation processes for agents built on ADK and other frameworks.

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