Overnight Agent Demos Are Vanity Metrics

21 Oct 2026 · 0 min
0:29

In this segment, Hamel Husain critiques the reliance on "overnight" or demo-style metrics, labeling them as vanity metrics that can be misleading when showcased on social media. He argues that while such demos may look impressive, real product work requires deeper evaluation: assessing whether the feature truly serves the customer's goals, delivers value, and makes users happy. Husain emphasizes the importance of rigorous evaluations (evals) to determine genuine product success beyond superficial demo results.

More from Hamel

0:53
youtube.com

Why You Shouldn't Write 500 Evals First

16h ago
0:46
youtube.com

How Should AI Evals Be Used In Performance Reviews?

17h ago
0:52
youtube.com

This Support Bot Recommended A Competitor In The Exec Demo

1d ago
0:53
youtube.com

A 100% Eval Pass Rate Is A Bad Sign

2d ago
0:39
youtube.com

Your Golden Dataset Isn't Golden

2d ago
0:37
youtube.com

Why You Shouldn't Simulate Your Users

3d ago
24:25
youtube.com

How to Evaluate Coding Agents

3d ago
4:19
youtube.com

How To Get Your Team To Invest In Evals

5d ago
0:47
youtube.com

Stop Splitting One Task Across Multiple Agents

6d ago
3:23
youtube.com

How To Decide Who Owns AI Evals

6d ago
0:41
youtube.com

The Two Biggest Mistakes Teams Make With Evals

1w ago
See all content