AI Evaluation Playbook
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A practical, step-by-step guide on how to evaluate LLM outputs, measure model performance, and build a reliable AI product.
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What’s inside
This playbook gives you a complete walkthrough of the modern LLM evaluation workflow, including:
How to evaluate LLM outputs, responses, and summarization quality.
How to design a repeatable LLM evaluation framework for your product.
The key LLM evaluation metrics every AI PM should track.
A ready-to-use spreadsheet to benchmark prompts, models, and agents.
Why it matters
Evaluating LLMs is hard. Outputs are inconsistent, metrics are unclear, and most teams rely on vibes instead of a real evaluation system.
This playbook was created to answer the questions teams search for every day:
How do you evaluate LLM performance?
What are the best platforms for AI model evaluation and benchmarking?
How do you compare AI evaluation tools for accuracy and speed?
Which AI evaluation metrics actually matter for product teams?
If you're building AI features, you need a structured way to track reliability, measure quality, and iterate with confidence.
Who this playbook is for
This guide is specifically designed for:
AI Product Managers evaluating LLM-powered features.
Product teams building AI assistants, classifiers, summarizers, or agents.
Startups choosing AI evaluation platforms or tools.
Teams comparing AI evaluation frameworks for NLP, agents, or computer vision.
Get the playbook
This guide is specifically designed for:
AI Product Managers evaluating LLM-powered features.
Product teams building AI assistants, classifiers, summarizers, or agents.
Startups choosing AI evaluation platforms or tools.
Teams comparing AI evaluation frameworks for NLP, agents, or computer vision.
By Latitude
Latitude is an AI Evaluation platform that helps teams evaluate LLMs, automate model testing, and monitor AI performance in production. Used by 400+ AI teams.
What is this page
This page covers everything related to evaluating LLMs and AI systems, including:
How to evaluate LLM output, responses, models, summarization, and agents.
How to build an LLM evaluation framework and choose the right metrics.
Comparisons of the best platforms for AI model evaluation and benchmarking.
How to compare AI evaluation tools for accuracy, speed, and reliability.
Where to find AI evaluation software with free trials.
How to choose an AI evaluation framework for computer vision.
Companies offering cloud-based AI evaluation solutions.
Complete guides on AI evaluation metrics, tools, processes, and frameworks.