Arthur AI vs. Ragas Comparison


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About Track model performance to detect and react to data drift, improving model accuracy for better business outcomes. Build trust, ensure compliance, and drive more actionable ML outcomes with Arthur’s explainability and transparency APIs. Proactively monitor for bias, track model outcomes against custom bias metrics, and improve the fairness of your models. See how each model treats different population groups, proactively  identify bias, and use Arthur's proprietary bias mitigation techniques. Arthur scales up and down to ingest up to 1MM transactions  per second and deliver insights quickly. Actions can only be performed by authorized users. Individual teams/departments can have isolated environments with specific access control policies. Data is immutable once ingested, which prevents manipulation of metrics/insights.	About Ragas is an open-source framework designed to test and evaluate Large Language Model (LLM) applications. It offers automatic metrics to assess performance and robustness, synthetic test data generation tailored to specific requirements, and workflows to ensure quality during development and production monitoring. Ragas integrates seamlessly with existing stacks, providing insights to enhance LLM applications. The platform is maintained by a team of passionate individuals leveraging cutting-edge research and pragmatic engineering practices to empower visionaries redefining LLM possibilities. Synthetically generate high-quality and diverse evaluation data customized for your requirements. Evaluate and ensure the quality of your LLM application in production. Use insights to improve your application. Automatic metrics that helps you understand the performance and robustness of your LLM application.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Data scientists, product owners, and business leaders looking for an ML monitoring platform	Audience Developers and researchers searching for a tool to test, evaluate, and monitor the quality of their LLM applications
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing Free Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Arthur Founded: 2018 United States arthur.ai/	Company Information Ragas United States www.ragas.io
Alternatives Evidently AI	Alternatives Latitude
Gantry	DeepEval Confident AI
UpTrain	HoneyHive
Langfuse	Prompt flow Microsoft
WhyLabs View All	Maxim View All
Categories AI Observability Supported Artificial Intelligence Supported LLM Evaluation Supported Machine Learning Supported	Categories LLM Evaluation Supported

Integrations ChatGPT Not Supported Codestral Not Supported Codestral Mamba Not Supported DeepEval Not Supported Gemini Not Supported Gemini 1.5 Flash Not Supported Gemini Pro Not Supported LangChain Not Supported Llama 2 Not Supported Llama 3 Not Supported Llama 3.1 Not Supported Llama 3.3 Not Supported MLflow Not Supported Mathstral Not Supported Ministral 3B Not Supported Mistral Large Not Supported Mistral NeMo Not Supported Mistral Small Not Supported OpenAI Not Supported Opik Not Supported Show More Integrations	Integrations ChatGPT Supported Codestral Supported Codestral Mamba Supported DeepEval Supported Gemini Supported Gemini 1.5 Flash Supported Gemini Pro Supported LangChain Supported Llama 2 Supported Llama 3 Supported Llama 3.1 Supported Llama 3.3 Supported MLflow Supported Mathstral Supported Ministral 3B Supported Mistral Large Supported Mistral NeMo Supported Mistral Small Supported OpenAI Supported Opik Supported Show More Integrations View All 39 Integrations
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