Building AI that actually works is the goal for every developer and organization. But how do you know if your AI components are truly performing as intended? Without a robust evaluation process, deploying AI in production is a gamble. That's where the crucial first step comes in: a comprehensive initial AI evaluation.
You wouldn't launch a new product without extensive testing, and your AI should be no different. Evaluating your AI functions, workflows, and agents early and often is essential for ensuring quality, reliability, and ultimately, success.
Think of it this way: your initial evaluation is your foundation. It allows you to:
Measuring the performance of your AI components against objective criteria can feel complex. You need a platform that's flexible, comprehensive, and easy to use. This is where Evals.do comes in.
Evals.do is a comprehensive evaluation platform designed to help you measure the performance of your AI functions, workflows, and agents effectively. It provides the tools and structure you need to conduct thorough evaluations and make data-driven decisions.
With Evals.do, acing your initial AI evaluation becomes a streamlined process. Here's a glimpse of how it works:
Define Your Metrics: Evals.do allows you to define custom metrics tailored to your specific AI component requirements. Want to measure accuracy on a scale of 0 to 5? Helpfulness? Tone? You can define exactly what matters for your evaluation. You can even set thresholds to indicate acceptable performance levels.
Example of Metric Definition in Evals.do:
import { Evaluation } from 'evals.do';
const agentEvaluation = new Evaluation({
name: 'Customer Support Agent Evaluation',
description: 'Evaluate the performance of customer support agent responses',
target: 'customer-support-agent',
metrics: [
{
name: 'accuracy',
description: 'Correctness of information provided',
scale: [0, 5],
threshold: 4.0
},
{
name: 'helpfulness',
description: 'How well the response addresses the customer need',
scale: [0, 5],
threshold: 4.2
},
{
name: 'tone',
description: 'Appropriateness of language and tone',
scale: [0, 5],
threshold: 4.5
}
],
dataset: 'customer-support-queries',
evaluators: ['human-review', 'automated-metrics']
});
Leverage Diverse Evaluation Methods: Evals.do supports both automated and human evaluation methods. For your initial evaluation, a mix of both can be incredibly valuable. Automated metrics provide objective measurements, while human review allows for nuanced and contextual feedback.
Organize Your Evaluations: You can define your evaluations based on specific targets, like a "Customer Support Agent," and associate them with relevant datasets, such as "customer-support-queries." This structured approach ensures your evaluations are organized and easy to manage.
Ready to start evaluating AI that actually works? Taking your first step with a robust initial evaluation powered by Evals.do is the key. Define your metrics, choose your evaluators, and gain valuable insights into your AI's performance before deployment.
AI Without Complexity - Evals.do makes AI evaluation straightforward and effective, allowing you to focus on building high-performing AI.
Have questions about evaluating your AI? Check out our FAQs:
Don't leave the success of your AI to chance. Make your first step count with a thorough initial evaluation using Evals.do.