# AI Evals Playbook  Free Download

### A practical guide to evaluating AI agents in production.

### **Download the playbook** ↓

## What’s inside

A step-by-step system for evaluating AI agents in production.

Including:

- Why traditional testing breaks for LLMs (and what to do instead)
- The three eval types and when to use each one
- How to turn production failures into automated evals
- A first-week checklist to go from zero to running evals

## Why it matters

### **Evaluating LLMs is hard.** Outputs are inconsistent, "good enough" is impossible to define, and most teams are still testing against a handful of examples and hoping nothing breaks in production.

### This playbook answers the questions we hear every week:

- ### How to evaluate LLM outputs beyond vibes
- ### How to pick the right eval method for your use case
- ### What metrics actually tell you something useful
- ### How to build a system that catches failures before your users do.

## Who this playbook is for

- ### **AI engineers and developers** building agents, assistants, or any LLM-powered feature
- ### **Product managers** responsible for the quality of AI features in production
- ### **Startups and product teams** shipping AI and looking for a repeatable way to evaluate it
- ### **Anyone comparing eval tools** and trying to figure out what actually matters

## By Latitude

### **Latitude** is the evaluation and observability platform for AI agents. Trace what's happening in production, find what's breaking, and build evals that actually match your product. **Used by 400+ AI teams.**

## What is this page

### Everything you need to evaluate LLMs and AI agents in production, in one place.

- ### How to **evaluate LLM outputs**, responses, and agent behavior
- ### How to build a repeatable **LLM evaluation framework** and pick the right metrics
- ### How to compare **AI evaluation tools** for accuracy, speed, and reliability
- ### Guides on **AI evaluation metrics** that actually matter for product teams
- ### Comparisons of the best **platforms for AI model evaluation and benchmarking**

### Built for teams searching for: evaluate LLM, AI evaluation framework, AI evaluation tools, LLM metrics, model benchmarking, and more.