AI

Google launches GA agent and model evaluation tools in Gemini Enterprise Agent Platform

Friday, July 31, 2026Read Original

Details

  • Google for Developers announces that Agent and Model Evaluations in the Gemini Enterprise Agent Platform are now Generally Available.
  • The feature lets teams measure, test, and monitor AI agents consistently across both development and production environments.
  • A single evaluation engine underpins the system, providing unified and consistent metric definitions so results are comparable over time and across agents.
  • The platform offers more than 20 pre-built metrics and also supports custom metrics, enabling teams to track quality, reliability, cost, and other domain-specific KPIs.
  • Adaptive rubrics are included to grade agent behavior against configurable criteria, helping operational teams standardize reviews and iterate on prompts and workflows.
  • The release targets enterprise users deploying Gemini-powered agents at scale, aiming to reduce evaluation overhead and make agent performance monitoring a first-class, built-in capability.

Impact

By making agent and model evaluations generally available inside the Gemini Enterprise Agent Platform, Google is pushing evaluation and observability closer to where agents are actually built and run. This move aligns with a broader trend toward integrated agent monitoring in enterprise stacks, and it helps Google keep pace with rival ecosystems that bundle evaluation and monitoring into their AI platforms.

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