Prompt flow vs. Ragas Comparison


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About Prompt Flow is a suite of development tools designed to streamline the end-to-end development cycle of LLM-based AI applications, from ideation, prototyping, testing, and evaluation to production deployment and monitoring. It makes prompt engineering much easier and enables you to build LLM apps with production quality. With Prompt Flow, you can create flows that link LLMs, prompts, Python code, and other tools together in an executable workflow. It allows for debugging and iteration of flows, especially tracing interactions with LLMs with ease. You can evaluate your flows, calculate quality and performance metrics with larger datasets, and integrate the testing and evaluation into your CI/CD system to ensure quality. Deployment of flows to the serving platform of your choice or integration into your app’s code base is made easy. Additionally, collaboration with your team is facilitated by leveraging the cloud version of Prompt Flow in Azure AI.	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 AI application developers searching for a tool to streamline the development and deployment of LLM-based applications	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 Not 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 Not Supported In Person Not Supported
Company Information Microsoft Founded: 1975 United States microsoft.github.io/promptflow/	Company Information Ragas United States www.ragas.io
Alternatives Maxim	Alternatives Latitude
Braintrust Braintrust Data	DeepEval Confident AI
Respan	HoneyHive
Athina AI	Prompt flow Microsoft
Klu View All	Maxim View All
Categories AI Development Supported LLM Evaluation Supported	Categories LLM Evaluation Supported

Integrations Clarity by Rego Supported Claude Not Supported Claude for Legal Not Supported Gemini Not Supported Gemini 2.0 Not Supported Gemini Nano Not Supported Google AI Plus Not Supported Llama Not Supported Llama 3.1 Not Supported Llama 3.3 Not Supported MLflow Not Supported Microsoft Azure Supported Ministral 3B Not Supported Ministral 8B Not Supported Mistral AI Not Supported Mistral Large Not Supported Mixtral 8x22B Not Supported OpenAI Not Supported Openlayer Not Supported Show More Integrations View All 3 Integrations	Integrations Clarity by Rego Not Supported Claude Supported Claude for Legal Supported Gemini Supported Gemini 2.0 Supported Gemini Nano Supported Google AI Plus Supported Llama Supported Llama 3.1 Supported Llama 3.3 Supported MLflow Supported Microsoft Azure Not Supported Ministral 3B Supported Ministral 8B Supported Mistral AI Supported Mistral Large Supported Mixtral 8x22B Supported OpenAI Supported Openlayer Supported Show More Integrations View All 39 Integrations
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