AI LLM Evaluation Tools
Alternatives to UpTrain
The tools Specifiction weighs against UpTrain, from its list of ai llm evaluation tools, each with its plans, platforms and spec score.
- 01
DeepEval DeepEval suits developers building evaluation pipelines for AI systems, particularly those who want tests to run in CI/CD or Python scripts.
From $200/mo Free plan Open source Web · Windows · macOS · Linux9.4 Visit Specs - 02
Evidently AI It suits teams that evaluate or monitor language models, AI applications, agents, or predictive ML workflows.
From $80/mo Free plan Open source Web · Windows · macOS · Linux9.3 Visit Specs - 03
Braintrust Braintrust is aimed at teams operating AI agents in production, from early-stage teams to enterprises.
From $249/mo Free plan Web · API · Self-hosted9.2 Visit Specs - 04
Langfuse Langfuse suits teams building AI agent applications that need tracing, prompt management, and evaluation tools.
From $29/mo Free plan Open source Web · Linux · API · Self-hosted9.1 Visit Specs - 05
LangSmith LangSmith suits teams engineering AI agents that need evaluation, tracing, prompt work, deployment, and production monitoring.
From $39/mo Free plan Web · Windows · macOS · Linux9.1 Visit Specs - 06
LangWatch LangWatch suits AI teams shipping agents, including developers, product owners, QA, and domain experts working with evaluation workflows.
From €29/mo Free plan Open source Web · macOS · Linux · API9.1 Visit Specs - 07
Opik Opik suits teams developing applications or agents that make calls to an LLM and want tracing and evaluation across the development cycle.
From $19/mo Free plan Open source Web · Windows · macOS · Linux8.9 Visit Specs - 08
Giskard Giskard suits teams evaluating conversational AI agents for security and quality issues before production.
Free plan Open source Web · Linux · API · Self-hosted8.8 Visit Specs - 09 Vellum
Vellum suits an individual looking for an assistant that can handle files, calendars, email, code, and computer control.
From $30/mo Free plan Open source Web · Windows · macOS · iOS8.6 Visit Specs - 10
Weights & Biases From $60/mo Free plan Web · Windows · macOS · Linux8.6 Visit Specs - 11
Confident AI It suits engineers, QA teams, product managers, subject-matter experts, and annotators responsible for AI quality and governance.
From $200/mo Free plan Web · API · Self-hosted8.5 Visit Specs - 12
HELM HELM suits teams and researchers needing self-hosted, reproducible model evaluation across capabilities and safety.
Free plan Web · API · Self-hosted8.4 Visit Specs - 13
Promptfoo It suits developers and enterprises evaluating prompts or testing AI applications for risks.
Free plan Open source Web · Windows · macOS · Linux8.4 Visit Specs - 14 Arize Phoenix
It suits teams operating AI applications that need model, retrieval, tool, prompt, and evaluation tracing.
Free plan Web · API · Self-hosted8.1 Visit Specs - 15
Maxim AI It suits cross-functional AI teams that need to evaluate agents and monitor them in production.
From $29/mo Free plan Web · API · Self-hosted8.1 Visit Specs - 16 TruLens Free plan Open source API · Self-hosted8.0 Visit Specs
- 17
Galileo Galileo is designed for engineers, product managers and subject matter experts building AI applications.
From $100/mo Web · API · Self-hosted7.9 Visit Specs - 18
HoneyHive HoneyHive is aimed at AI platform teams, AI engineers, domain experts, and risk or governance teams.
Free plan Web · API · Self-hosted7.9 Visit Specs - 19 ARES Linux · API · Self-hosted7.8 Visit Specs
- 20 NVIDIA NeMo Evaluator
NeMo Evaluator suits teams evaluating LLMs, RAG pipelines, and agents across development or production environments.
Free plan Linux · API · Self-hosted7.7 Visit Specs - 21 LM Evaluation Harness
It suits researchers, organizations, and developers comparing language models across standard or custom evaluations.
Free plan Linux · API · Self-hosted7.6 Visit Specs - 22
Inspect AI Inspect AI suits developers and teams building or comparing language-model evaluations, agents, and safety checks.
Free plan API · Browser extension7.5 Visit Specs - 23 Rhesis AI
Rhesis suits experts, engineers, and product managers building or evaluating AI agents.
Free plan Web · Linux · API · Self-hosted7.5 Visit Specs - 24 OpenAI Evals Web · API · Self-hosted7.4 Visit Specs
- 25 OpenCompass Windows · Linux · API · Self-hosted7.4 Visit Specs
- 26
Ragas Linux · API · Self-hosted7.2 Visit Specs - 27 RAGChecker Free plan Self-hosted7.2 Visit Specs
- 28 Pydantic Evals Linux6.6 Visit Specs
- 29 Lighteval 5.5 Visit Specs