Vellum describes itself as a personal AI assistant that can read files, manage calendars, send email, run code, and control a computer.
Alternatives to Lighteval
Opik helps teams building applications or agents that call an LLM log actions and evaluate behavior through development, testing, and production.
DeepEval is a free, open-source framework for creating evaluation pipelines that test AI systems.
- 4

Evidently AI
Evidently AI evaluates, tests, and monitors machine-learning models, LLMs, RAG applications, and AI agents.
Free planOpen sourceWebAPILinuxmacOS8.3From $80 a month - 5

Weights & Biases
Weights & Biases is an AI developer platform for building AI agents, applications, and models.
Free planAndroidiOSWebAPI8.3From $60 a month - 6

Langfuse
Langfuse is an open-source AI engineering platform for teams debugging, analyzing, and iterating on AI agent applications.
Free planOpen sourceWebAPILinuxSelf-hosted8.2From $29 a month - 7

LangWatch
LangWatch is an AI agent engineering platform for teams preparing agents for production.
Free planOpen sourceWebAPILinuxmacOS8.2From €29 a month - 8

LangSmith
LangSmith is a platform for building, evaluating, deploying, monitoring, and improving AI agents.
Free planWebAPILinuxmacOS8.0$39 usage-based - 9

Promptfoo
Promptfoo helps developers and enterprises evaluate prompts and test AI applications for security risks.
Free planOpen sourceWebAPILinuxmacOS7.8Free plan - 10

Braintrust
Braintrust is an observability platform for teams improving AI agents that run in production.
Free planWebAPISelf-hosted7.7From $249 a month - 11

Giskard
Giskard is a freemium platform for finding security and quality problems in AI agents before production use.
Free planOpen sourceWebAPILinuxSelf-hosted7.6Free plan - 12
TruLens
TruLens is a free, open-source Python SDK for tracing and evaluating AI agents, RAG applications, MCP apps, and summarization systems.
Free planOpen sourceAPISelf-hosted7.2Free plan - 13

Maxim AI
Maxim AI is an evaluation and observability platform for simulating, assessing, and monitoring AI agents.
Free planWebAPISelf-hosted7.0From $29 a month - 14

Confident AI
Confident AI is an AI quality platform for evaluating application changes during development and monitoring AI applications in production.
Free planWebAPISelf-hosted6.9From $200 a month - 15

Galileo
Galileo is an observability, evaluation, and guardrail platform for generative AI and agentic applications.
Free planWebAPISelf-hosted6.9From $100 a month - 16

HELM
HELM is a free, open-source Python framework for evaluating foundation models, including large language and multimodal models.
Free planWebAPISelf-hosted6.5Free plan - 17

HoneyHive
HoneyHive is an agent observability platform for teams that want to observe, evaluate, and improve AI agents in production.
Free planWebAPISelf-hosted6.4Free plan - 18
Arize Phoenix
Arize Phoenix helps teams trace, evaluate, debug, and improve AI applications.
Free planWebAPISelf-hosted6.3Free plan - 19
Rhesis AI
Free planWebAPILinuxSelf-hosted6.2Free plan - 20
NVIDIA NeMo Evaluator
NVIDIA NeMo Evaluator is an open-source service for assessing generative AI applications, including language models, RAG pipelines, and agents.
Free planAPILinuxSelf-hosted6.0Free plan - 21
LM Evaluation Harness
LM Evaluation Harness is a unified framework for evaluating generative language models across evaluation tasks.
Free planAPILinuxSelf-hosted5.9Free plan - 22

Inspect AI
Inspect AI is a free, open-source framework for evaluating large language models across coding, agent tasks, reasoning, knowledge, behavior and multimodal understanding.
Free planAPIExtension5.8Free plan - 23
RAGChecker
RAGChecker is a free, Apache-2.0 licensed framework for evaluating and diagnosing retrieval-augmented generation systems.
Free planSelf-hosted5.8Free plan - 24

Ragas
Ragas is a free, self-hosted library for systematically evaluating large language model applications.
APILinuxSelf-hosted5.7 - 25
UpTrain
WebAPISelf-hosted5.7 - 26
ARES
ARES is a free, open-source framework for evaluating retrieval-augmented generation systems, including custom RAG models and configuration comparisons.
APILinuxSelf-hosted5.6 - 27
OpenAI Evals
OpenAI Evals is an open-source platform for evaluating model outputs against style and content criteria you define.
WebAPISelf-hosted5.6 - 28
OpenCompass
OpenCompass is a free, open-source platform for evaluating large language and multimodal models.
APILinuxSelf-hostedWindows5.6 - 29
Pydantic Evals
Linux5.4

