EvalsOne

What is EvalsOne?

EvalsOne is a cutting-edge platform designed to streamline the evaluation and optimization of generative AI applications. It serves as a comprehensive toolbox for developers, researchers, and domain experts to iteratively improve their AI-driven products. Whether you're crafting LLM prompts, fine-tuning RAG processes, or evaluating AI agents, EvalsOne provides the tools and insights needed to enhance performance and efficiency.

Key Features of EvalsOne

One-Stop Evaluation Toolbox

EvalsOne is equipped with a wide range of features to tackle any evaluation scenario:

• Versatile Evaluation Methods: Choose from rule-based or LLM-based approaches to automate the evaluation process.
• Human Evaluation Integration: Seamlessly incorporate expert judgment into your evaluation workflow.
• Comprehensive LLMOps Support: Applicable to all stages of the AI lifecycle, from development to production environments.

Streamlined LLMOps Workflow

EvalsOne offers an intuitive interface and process that empowers teams across the AI lifecycle:

• Easy Evaluation Runs: Easily create and organize evaluation runs in levels.
• In-Depth Analysis: Quickly iterate and perform detailed analysis through forked runs.
• Prompt Comparison: Create multiple prompt versions for comparison and optimization.
• Clear Reports: Access clear and intuitive evaluation reports at your fingertips.

Efficient Sample Preparation

EvalsOne provides multiple ways to prepare evaluation samples, saving time and improving efficiency:

• Template-Based Samples: Use templates and create a list of variable values to prepare eval samples.
• OpenAI Evals Integration: Run evaluation sample sets from OpenAI Evals online.
• Playground Code: Quickly run evals by copying and pasting code from the Playground.
• Intelligent Dataset Extension: Unleash the power of LLM to intelligently extend your eval dataset.

Comprehensive Model Integration

EvalsOne supports generation and evaluation based on models deployed in various cloud and local environments:

• Mainstream Large Model Providers: Supports OpenAI, Claude, Gemini, Mistral, and more.
• Cloud-Run Containers: Supports Azure, Bedrock, Hugging Face, Groq, and other cloud platforms.
• Local Models: Evaluate locally-run models via Ollama or API calls.
• Agent Orchestration Tools: Supports integration with Coze, FastGPT, Dify, and other agent orchestration tools.

Extensible Evaluators

Evaluators are key to effective evaluation. EvalsOne integrates various industry-leading evaluators and allows for the creation of personalized evaluators:

• Preset Evaluators: Provides preset evaluators to meet common evaluation scenarios.
• Custom Evaluators: Create custom evaluators based on templates to meet individual needs.
• Multiple Judging Methods: Supports rating, scoring, pass/fail, and other judging methods.
• Reasoning Process: Not only provides judging results but also the reasoning process.

How Does EvalsOne Work?

EvalsOne works by providing a centralized platform for evaluating and optimizing generative AI applications. Users can create evaluation runs, organize them in levels, and perform in-depth analysis through forked runs. The platform supports both rule-based and LLM-based evaluation approaches, allowing for flexibility and customization. Additionally, EvalsOne integrates human evaluation seamlessly, leveraging the power of expert judgment to enhance the evaluation process.

How to Use EvalsOne?

1. Create Evaluation Runs: Start by creating evaluation runs and organizing them in levels.
2. Prepare Samples: Use templates, OpenAI Evals, or Playground code to prepare evaluation samples.
3. Integrate Models: Connect your models from various cloud and local environments.
4. Choose Evaluators: Select from preset evaluators or create custom evaluators based on your needs.
5. Analyze Results: Access clear and intuitive evaluation reports to gain insights and make improvements.

Why Choose EvalsOne?

EvalsOne is designed to streamline the LLMOps workflow, build confidence, and gain a competitive edge. Its intuitive interface and comprehensive features make it an essential tool for anyone involved in the development and optimization of generative AI applications. By providing a one-stop evaluation toolbox, EvalsOne empowers teams to focus on more creative work, saving time and improving efficiency.

Who is EvalsOne For?

EvalsOne is suitable for a wide range of users, including:

• Developers: Who need to evaluate and optimize their AI-driven products.
• Researchers: Who require a comprehensive toolbox for evaluating AI models and agents.
• Domain Experts: Who want to incorporate expert judgment into the evaluation process.
• Businesses: Who aim to streamline their LLMOps workflow and gain a competitive edge.

Best Way to Evaluate Generative AI Apps

EvalsOne provides the best way to evaluate generative AI apps by offering a comprehensive and intuitive platform. Its versatile evaluation methods, efficient sample preparation, and comprehensive model integration make it an indispensable tool for anyone involved in the AI lifecycle. By leveraging the power of EvalsOne, users can streamline their workflow, build confidence, and achieve optimal results.