Google Cloud Agent Evaluation vs MLflow GenAI Evaluation

Google Cloud Agent Evaluation

6.6 #14 in AI Agent Evaluation Tools

About Google Cloud Agent Evaluation

MLflow GenAI Evaluation

6.0 #21 in ML Experiment Tracking Software

About MLflow GenAI Evaluation
Google Cloud Agent EvaluationMLflow GenAI Evaluation
Free planNoYes
Free trialYesNo
Paid from—Free
Open sourceNoNo
Platformsapi, Webapi, self-hosted, Web
Evaluation methodshybridhybrid
Tool-call checksYesYes
Trace ingestionYesYes
Safety evaluationsYesYes
Regression runsYesYes
SDK language supportbothpython
Free plan—Yes

Both are listed in Best AI Agent Evaluation Tools. On Samsung Mobile US Press, Google Cloud Agent Evaluation scores higher on our published basis.