Cleanlab vs. DeepEval Comparison


Cleanlab	DeepEval Confident AI	+	+
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About Cleanlab Studio handles the entire data quality and data-centric AI pipeline in a single framework for analytics and machine learning tasks. Automated pipeline does all ML for you: data preprocessing, foundation model fine-tuning, hyperparameter tuning, and model selection. ML models are used to diagnose data issues, and then can be re-trained on your corrected dataset with one click. Explore the entire heatmap of suggested corrections for all classes in your dataset. Cleanlab Studio provides all of this information and more for free as soon as you upload your dataset. Cleanlab Studio comes pre-loaded with several demo datasets and projects, so you can check those out in your account after signing in.	About DeepEval is a simple-to-use, open source LLM evaluation framework, for evaluating and testing large-language model systems. It is similar to Pytest but specialized for unit testing LLM outputs. DeepEval incorporates the latest research to evaluate LLM outputs based on metrics such as G-Eval, hallucination, answer relevancy, RAGAS, etc., which uses LLMs and various other NLP models that run locally on your machine for evaluation. Whether your application is implemented via RAG or fine-tuning, LangChain, or LlamaIndex, DeepEval has you covered. With it, you can easily determine the optimal hyperparameters to improve your RAG pipeline, prevent prompt drifting, or even transition from OpenAI to hosting your own Llama2 with confidence. The framework supports synthetic dataset generation with advanced evolution techniques and integrates seamlessly with popular frameworks, allowing for efficient benchmarking and optimization of LLM systems.
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 Developers requiring a solution to automatically find and fix errors in their real-world data	Audience Professional users interested in a tool to evaluate, test, and optimize 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 Cleanlab United States cleanlab.ai/	Company Information Confident AI United States docs.confident-ai.com
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Categories Data Quality Supported	Categories LLM Evaluation Supported

Integrations Hugging Face Supported Weaviate Supported Amazon Redshift Supported Amazon S3 Supported Databricks Supported Dropbox Supported Google Cloud Storage Supported JupyterHub Supported Keras Supported KitchenAI Not Supported LangChain Not Supported Llama 2 Not Supported LlamaIndex Not Supported OpenAI Not Supported Opik Not Supported PyTorch Supported Ragas Not Supported TensorFlow Supported Vertica Supported pandas Supported Show More Integrations View All 14 Integrations	Integrations Hugging Face Supported Weaviate Supported Amazon Redshift Not Supported Amazon S3 Not Supported Databricks Not Supported Dropbox Not Supported Google Cloud Storage Not Supported JupyterHub Not Supported Keras Not Supported KitchenAI Supported LangChain Supported Llama 2 Supported LlamaIndex Supported OpenAI Supported Opik Supported PyTorch Not Supported Ragas Supported TensorFlow Not Supported Vertica Not Supported pandas Not Supported Show More Integrations View All 9 Integrations
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