> ## Documentation Index
> Fetch the complete documentation index at: /docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Shipping AI That Works: An Evaluation Framework for PMs

> A practical evaluation framework for product managers building and improving LLM-powered products.

Aman Khan explains how product managers can move beyond gut-feel checks when evaluating generative AI features. The talk covers human feedback, code-based checks, and LLM-based evaluations, with a repeatable framework for grounding product decisions in evidence and delivering consistent quality.

[Shipping AI That Works: An Evaluation Framework for PMs — Aman Khan, Arize](https://www.youtube.com/embed/2HNSG990Ew8)

## What you'll learn

* Evaluate AI-powered product features with concrete methods.
* Combine human feedback, code-based checks, and LLM-based evaluations.
* Ground product decisions in repeatable evaluation data.
* Build trust through consistent product quality.

[Watch the talk on YouTube](https://www.youtube.com/watch?v=2HNSG990Ew8).