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DeepEval alternatives

DeepEval is an open-source framework for building LLM evaluation pipelines, with Pytest-native checks that run in CI/CD or as Python scripts. It covers text, image, and audio evaluations, and offers more than 50 metrics for tasks such as hallucination, faithfulness, answer relevancy, toxicity, and bias. Synthetic goldens, simulated conversations, agent-step tracing, and integrations with popular agent frameworks extend its testing workflow. The free framework runs locally and in CI/CD across Linux, macOS, and Windows.

  1. 1

    Vellum

    Free plan Open source AndroidAPIExtension+5

    Personal AI assistance with file, calendar, and email tasks — Vellum is a personal assistant for everyday computer tasks, rather than an LLM evaluation framework like DeepEval.

    8.5 Free plan · paid from $30/mo Visit site
  2. 2

    Weights & Biases

    Free plan AndroidAPIiPhone+5

    AI development with experiment tracking and model registry — Weights & Biases combines experiment tracking, model and dataset registry, and AI application tracing, while DeepEval focuses on evaluation pipelines.

    6.9 Free plan · paid from $60/mo · 30-day trial Visit site
  3. 3

    Evidently AI

    Free plan Open source APILinuxMac+3

    LLM evaluation plus continuous monitoring and predictive ML — Evidently adds live quality monitoring, drift checks, and predictive ML metrics to the evaluation work DeepEval provides.

    9.2 Free plan Visit site
  4. 4

    Promptfoo

    Free plan Open source APILinuxMac+3

    Prompt comparisons and AI application red teaming — Promptfoo emphasizes comparing prompts across models and red teaming for issues such as jailbreaks and insecure agent tool use.

    8.7 Free plan Visit site
  5. 5

    Giskard

    Free plan Open source APILinuxSelf-hosted+1

    Black-box security assessments of conversational AI agents — Giskard delivers structured vulnerability assessments and remediation support, while DeepEval centers on evaluation pipelines and metrics.

    9.1 Free plan Visit site
  6. 6

    Opik

    Free plan Open source APILinuxMac+3

    Agent tracing, evaluations, and real-time production monitoring — Opik adds real-time production trace evaluation, alerts, token usage, and model-cost tracking to agent evaluation and debugging.

    8.7 Free plan · paid from $19/mo Visit site
  7. 7

    Rhesis AI

    Free plan APILinuxSelf-hosted+1

    Collaborative agent testing with domain experts — Rhesis centers on shared test-case reviews and expectations, and supports DeepEval metrics alongside other evaluation integrations.

    7.0 Free plan Visit site
  8. 8

    Langfuse

    Free plan Open source APILinuxSelf-hosted+1
    9.0 Free plan · paid from $29/mo Visit site
  9. 9

    LangWatch

    Free plan Open source APILinuxMac+2
    8.9 Free plan · paid from €29/user/mo Visit site
  10. 10

    TruLens

    Free plan Open source APISelf-hosted
    8.3 Open source Visit site
  11. 11

    Arize Phoenix

    Free plan APISelf-hostedWeb
    7.5 Free plan Visit site
  12. 12

    Braintrust

    Free plan APISelf-hostedWeb
    7.5 Free plan · paid from $249/mo Visit site
  13. 13

    Confident AI

    Free plan APISelf-hostedWeb
    7.5 Free plan · paid from $200/mo Visit site
  14. 14

    Galileo

    Free plan APISelf-hostedWeb
    7.4 Free plan · paid from $100/mo (annual) Visit site
  15. 15

    LangSmith

    Free plan APILinuxMac+3
    7.4 Free plan · paid from $39/user/mo Visit site
  16. 16

    ARES

    Free plan APILinuxSelf-hosted
    7.3 Open source Visit site
  17. 17

    HELM

    Free plan APISelf-hostedWeb
    7.3 Open source Visit site
  18. 18

    HoneyHive

    Free plan APISelf-hostedWeb
    7.3 Free plan Visit site
  19. 19

    Inspect AI

    Free plan APIExtension
    7.1 Open source Visit site
  20. 20

    LM Evaluation Harness

    Free plan APILinuxSelf-hosted
    7.1 Open source Visit site
  21. 21

    Maxim AI

    Free plan APISelf-hostedWeb
    7.1 Free plan · paid from $29/user/mo · 14-day trial Visit site
  22. 22

    NVIDIA NeMo Evaluator

    Free plan APILinuxSelf-hosted
    7.1 Open source Visit site
  23. 23

    OpenCompass

    Free plan APILinuxSelf-hosted+1
    6.9 Open source Visit site
  24. 24

    Ragas

    Free plan APILinuxSelf-hosted
    6.6 Free plan Visit site

Readers may look elsewhere when pre-production testing, local result files, and an engineer-owned test runner do not fit their workflow. DeepEval's enterprise offering adds shared workspaces, no-code evaluation workflows, annotation queues, and deployment in a customer's infrastructure or the maker's cloud, but it is provided through Confident AI. Compare alternatives by whether they add ongoing production monitoring, broader test management, security assessment, or collaboration for non-engineers. Also weigh deployment needs, model and tool integrations, and whether you want an evaluation framework or a wider AI development platform.

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