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The People Nerds Guide

to AI Evaluations

AI tools can move fast—but without thoughtful evaluation, they can also create confusion, frustration, and low-trust experiences.

This guide walks through how UX teams can apply their existing research and design skills to AI evaluation work. It'll help you determine what to evaluate, what to do with findings, and even how to set up a sustainable evaluation process.

dscout logo
grab the guide

The People Nerds Guide

to AI Evaluations

AI tools can move fast—but without thoughtful evaluation, they can also create confusion, frustration, and low-trust experiences.

This guide walks through how UX teams can apply their existing research and design skills to AI evaluation work. It'll help you determine what to evaluate, what to do with findings, and even how to set up a sustainable evaluation process.

Learn how to build quality, sustainable AI evaluations

What you'll

find inside

How to build practical AI eval workflows

Learn how to move from informal “vibe checks” to structured evaluations that help teams assess AI quality with confidence.

Ways to define what “good” looks like

See how UXRs, designers, and PMs can create evaluation criteria rooted in real user experience—not just model performance.

An real evaluation example

See how the Dscout team evaluated our "Refine Your Questions" feature and what the key takeaways were.

Why this is a big moment for UX teams

Dive into why AI evaluations are a critical role that UX teams can step into.

Research is essential to maintaining a vision of what our products are actually meant to do, what value they're meant to deliver, and exploring how AI can fulfill those promises, instead of the promise of simply “AI.”

Nathan Reiff

Product Manager at Dscout

The People Nerds Guide to AI Evaluations

Download the People Nerds Guide to AI Evaluations and learn how UX teams can shape smarter, safer, and more useful AI products.

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