EvalMy.AI

EvalMy.AI: Automated AI Answer Verification for RAG Applications

What is EvalMy.AI? EvalMy.AI is an automated testing tool designed to verify AI answers, specifically for Retrieval-Augmented Generation (RAG) applications. It simplifies the process of evaluating the accuracy and reliability of AI-generated responses, allowing developers to focus on other crucial tasks.

How does EvalMy.AI work? EvalMy.AI assesses AI answers using a unique and balanced qualitative metric called the C3-score, which considers completeness, correctness, and contradiction. It uses REST API integration and a Python library. The system takes a sample question, a correct answer, and the AI-generated answer as input, and provides a score reflecting the AI's performance.

The C3-score is comprised of the following:

• Completeness: Ensuring no facts are missing from the AI's answer.
• Correctness: Making sure the answer contains no extra or fabricated information (no hallucinations).
• Contradiction: Ensuring there is no logical inconsistency within the answers.

Key Features and Benefits

• Accuracy: Prioritizes accuracy in AI validation, addressing the challenge of small details altering meanings.
• Configurability: Offers out-of-the-box validation and customizable Sem-Score parameters, allowing testers to adjust context based on risk profiles.
• Scalability: A cloud-based SaaS that scales up or down depending on the number of models, test frequency, and question set size.
• Pluggability: Provides a user-friendly API that seamlessly integrates into CI/CD pipelines and supports popular ML tools like LangChain.

How to Use EvalMy.AI

1. REST API Integration: Easily incorporate EvalMy.AI into development and CI/CD processes via REST API.
2. Python Library: Simplify the process by importing the Python client library and calling the service directly within the code.

from evalmyai import Evaluator

data = {
    "expected": "Jane is twelve.",
    "actual": "Jane is 12 yrs and 7 mths old."
}

evaluator = Evaluator(auth, token)

result = evaluator.evaluate(data)

Who is EvalMy.AI for?

EvalMy.AI is for the following individuals:

• AI developers
• Beginners embarking on their first AI project
• Professional AI studios seeking process automation and cost reduction
• Testers working with LLMs and RAG applications

Why is EvalMy.AI Important?

• Saves Time and Resources: Automates the tedious process of manually testing RAG applications.
• Ensures Accuracy: Provides a reliable metric (C3-score) for evaluating the quality of AI-generated answers.
• Improves AI Performance: Helps identify areas where AI models need improvement, leading to better performance and more reliable results.
• Streamlines Development: Integrates seamlessly into CI/CD pipelines, making it easy to incorporate AI answer verification into the development workflow.

Pricing

EvalMy.AI offers a free tier for early adopters with 10 million tokens. Paid recharge packs are also available.

Resources

• Tutorial: Explore a step-by-step tutorial and documentation on GitHub.
• Technical Support: Dedicated technical customer service team available for guidance and support.

In conclusion, EvalMy.AI is a valuable tool for anyone working with AI models and RAG applications. It helps to ensure the accuracy and reliability of AI-generated answers, saving time and resources while improving the overall performance of AI systems. The easy-to-use API and Python library make it easy to integrate into existing workflows.