you.com 
Guides
December 18, 2025

How We Evaluate AI Search for the Agentic Era

Blue book cover titled "How We Evaluate AI Search for the Agentic Era" by You.com, featuring abstract geometric shapes and a gradient blue background.

Evaluating AI search has become a critical challenge in the age of LLM-powered, agentic systems. Our latest whitepaper, “How We Evaluate aI Search for the Agentic Era,” provides a deep dive into the rigorous process of AI search evaluations (“evals”), going far beyond simple query testing.

This guide details why most ad hoc approaches to evaluations fail and lays out a four-phase methodology—problem definition, data collection, query execution, and robust statistical analysis—to ensure your AI search solution is truly optimized for your intended use case.

Download the full whitepaper now to elevate your approach to AI search and evaluations.

Key topics you’ll discover in this whitepaper:

  • How to build and use golden sets for evaluating AI search, and why custom and benchmark datasets both matter for comprehensive evals.
  • The use of LLMs as impartial judges in evaluations—validated against human graders—to score search result relevance and answer quality.
  • Why statistical rigor, including confidence intervals and variance decomposition, is essential for trustworthy AI search evaluations.

Whether you’re comparing search providers, optimizing a Retrieval-Augmented Generation (RAG) pipeline, or building agentic systems, this whitepaper is your essential resource for running meaningful AI search evals and driving robust, reproducible evaluations.

Get our latest resources sent straight to your inbox.

Never miss a beat — keep your team informed and inspired with new resources delivered weekly.

Featured resources.

All resources.

Browse our complete collection of tools, guides, and expert insights — helping your team turn AI into ROI.

A dartboard with alternating purple and black sections is centered against a digital-themed background with abstract blue and white geometric shapes.

In Insurance, AI’s True Value Is Accuracy—Not Just Speed

November 25, 2025

Blog

Woman in glasses smiling while working on laptop and notes.

The History of APIs: From SOAP to AI-Native

November 21, 2025

Blog

2025 API Benchmark Report

November 18, 2025

Guides

Evolution of Agent Management

November 18, 2025

Guides

A vibrant, stylized image of a person with binoculars, outlined in purple, against a dark circuit board background, blending technology and exploration.

AI Search: How Do Modern Search Engines Work?

November 18, 2025

Blog

Three people smiling and holding sticky notes in a modern office setting, outlined in purple, with colorful notes hanging in the background.

Dynamic Orchestration: A New Era of Multi-Step AI Workflows

November 11, 2025

Blog