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EvalsOne

EvalsOne

A comprehensive platform for evaluating and enhancing generative AI applications with precision.

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About EvalsOne

EvalsOne simplifies the process of evaluating generative AI systems by offering a versatile suite of tools. It enables detailed assessment of LLM prompts, RAG workflows, and AI agents through both rule-based and AI-driven evaluation methods. The platform seamlessly integrates human feedback, supports multiple sample creation techniques, and offers extensive model compatibility. Its customizable metrics and flexible workflows empower users to refine AI outputs efficiently and effectively.

How to Use

EvalsOne features an intuitive interface for managing evaluation runs. Users can duplicate runs for quick testing, compare different template versions, and fine-tune prompts. The platform provides detailed evaluation reports and allows sample preparation via templates, variable lists, OpenAI Evals, or direct code input. It supports multiple models and channels, including OpenAI, Claude, Gemini, Mistral, Azure, Bedrock, Hugging Face, Groq, Ollama, and local API integrations. Additionally, it integrates with agent orchestration tools like Coze, FastGPT, and Dify for comprehensive AI workflow management.

Features

  • Customizable evaluation metrics for tailored assessments
  • Wide-ranging model and platform integrations
  • In-depth evaluation of prompts, RAG workflows, and AI agents
  • Multiple sample preparation options for flexibility
  • Integration of human feedback into evaluation processes
  • Automated evaluations using rule-based and AI methods

Use Cases

  • Enhancing the accuracy and consistency of AI outputs
  • Optimizing retrieval-augmented generation workflows
  • Measuring AI agent performance across tasks
  • Refining prompts for relevance and clarity

Best For

AI researchersProduct managersData scientistsMachine learning engineersPrompt engineersAI developers

Pros

  • Streamlines the evaluation process for generative AI
  • Provides extensive features for diverse assessment needs
  • Supports integration with a variety of models and tools
  • Allows customization of evaluation metrics
  • Generates clear, detailed reports
  • Combines automated and human evaluation options

Cons

  • Being relatively new, the platform's community and resources are still growing
  • Pricing details are not publicly disclosed
  • May require technical expertise for optimal setup and use

FAQs

Which AI applications can EvalsOne evaluate?
EvalsOne assesses LLM prompts, RAG workflows, and AI agent performance.
What evaluation methods are available in EvalsOne?
It supports rule-based and AI-driven evaluation techniques, with options for human feedback integration.
Which models and channels does EvalsOne integrate with?
It supports OpenAI, Claude, Gemini, Mistral, Azure, Bedrock, Hugging Face, Groq, Ollama, and local API models, along with tools like Coze, FastGPT, and Dify.
Can I customize evaluation metrics in EvalsOne?
Yes, the platform allows you to define and tailor evaluation metrics to match your specific requirements.
Does EvalsOne support human evaluation?
Yes, it seamlessly integrates human feedback into the evaluation process for more comprehensive insights.