MLflow vs. promptfoo Comparison


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About MLflow is an open source platform to manage the ML lifecycle, including experimentation, reproducibility, deployment, and a central model registry. MLflow currently offers four components. Record and query experiments: code, data, config, and results. Package data science code in a format to reproduce runs on any platform. Deploy machine learning models in diverse serving environments. Store, annotate, discover, and manage models in a central repository. The MLflow Tracking component is an API and UI for logging parameters, code versions, metrics, and output files when running your machine learning code and for later visualizing the results. MLflow Tracking lets you log and query experiments using Python, REST, R API, and Java API APIs. An MLflow Project is a format for packaging data science code in a reusable and reproducible way, based primarily on conventions. In addition, the Projects component includes an API and command-line tools for running projects.	About Promptfoo discovers and eliminates major LLM risks before they are shipped to production. Its founders have experience launching and scaling AI to over 100 million users using automated red-teaming and testing to overcome security, legal, and compliance issues. Promptfoo's open source, developer-first approach has made it the most widely adopted tool in this space, with over 20,000 users. Custom probes for your application that identify failures you actually care about, not just generic jailbreaks and prompt injections. Move quickly with a command-line interface, live reloads, and caching. No SDKs, cloud dependencies, or logins. Used by teams serving millions of users and supported by an active open source community. Build reliable prompts, models, and RAGs with benchmarks specific to your use case. Secure your apps with automated red teaming and pentesting. Speed up evaluations with caching, concurrency, and live reloading.
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 Companies looking for an open source platform solution for the machine learning lifecycle	Audience Developers in need of a solution to test and secure their LLM apps
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support 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 Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Supported In Person Supported
Company Information MLflow Founded: 2018 United States mlflow.org	Company Information promptfoo United States www.promptfoo.dev/
Alternatives Union Cloud Union.ai	Alternatives Openlayer
Amazon SageMaker Amazon	LayerLens
ClearML	Latitude
Gemini Enterprise Agent Platform Google	ChainForge
DVC iterative.ai View All	Langfuse View All
Categories AI Gateways Supported LLM Evaluation Supported Machine Learning Supported ML Experiment Tracking Supported ML Model Deployment Supported ML Model Management Supported	Categories LLM Evaluation Supported

Integrations Amazon SageMaker Supported Axolotl Supported Azure Data Science Virtual Machines Supported Azure Marketplace Supported Claude Not Supported Comet LLM Supported CrateDB Supported Dagster Supported H2O.ai Supported LLaMA-Factory Supported LiteLLM Supported Ludwig Supported Modulos AI Governance Platform Supported Netguru Omega Not Supported OpenMetadata Supported Ragas Supported TrueFoundry Supported Unity Catalog Supported ZenML Supported Show More Integrations View All 47 Integrations	Integrations Amazon SageMaker Not Supported Axolotl Not Supported Azure Data Science Virtual Machines Not Supported Azure Marketplace Not Supported Claude Supported Comet LLM Not Supported CrateDB Not Supported Dagster Not Supported H2O.ai Not Supported LLaMA-Factory Not Supported LiteLLM Not Supported Ludwig Not Supported Modulos AI Governance Platform Not Supported Netguru Omega Supported OpenMetadata Not Supported Ragas Not Supported TrueFoundry Not Supported Unity Catalog Not Supported ZenML Not Supported Show More Integrations View All 4 Integrations
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