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DeepEval vs Google Cloud Agent Evaluation

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DeepEval

8.3#1 in llm evaluation toolsFrom $200 a month
Free planWebAPILinuxmacOS
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What both publish

FactDeepEvalGoogle Cloud Agent Evaluation
HeadquartersSan Francisco, California, United StatesMountain View, California, United States
IntegrationsListed integrations include LangChain, Pydantic AI, OpenAI Agents, LangGraph, AWS AgentCore, Strands, Google ADK, LlamaIndex, and CrewAI.Google provides evaluation notebook launch options for Colab, Colab Enterprise, Agent Platform Workbench, and GitHub.
MetricsThe project advertises more than 50 metrics spanning quality, agents, RAG, conversations, safety, voice and multimodal use cases.Prebuilt or custom raters score traces, including reference-based Exact Match and reference-free Helpfulness metrics.
PurposeDeepEval is an open-source LLM evaluation framework for building evaluation pipelines to test AI systems.Agent evaluation measures and helps improve agents' performance, safety, and quality.

DeepEval plans

  • DeepEvalFree
  • FreeFree
  • Starter$200 a month
  • Team$2,000 a month
  • EnterprisePriced on request

Google Cloud Agent Evaluation plans

  • Pay-as-you-go usageFree

Pick DeepEval if…

DeepEval suits developers building repeatable AI evaluations in Python or CI/CD, especially those testing multiple modalities or agent workflows. Its free OS offering is for pre-production testing rather than production evaluation.

Pick Google Cloud Agent Evaluation if…

This service suits teams evaluating agents’ behavior, safety, and quality, including teams that want to test with synthetic scenarios or production traces. It also supports developers using notebook options or AI coding assistants.

Charts they share