---
title: "Visual Interpretability of ColPali"
description: Learn how to visualize and interpret ColPali embeddings to understand what the model focuses on in images.
weight: 3
---

{{< date >}} Module 2 {{< /date >}}

# Visual Interpretability of ColPali

One of ColPali's powerful features is visual interpretability. You can see exactly which parts of a document the model focuses on during retrieval, helping you debug search results and understand model behavior.

This transparency is invaluable for building trust in multi-modal search systems and improving retrieval quality.

---

<div class="video">
<iframe
  src="https://www.youtube.com/embed/xK9mV7zR4pL"
  frameborder="0"
  allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share"
  referrerpolicy="strict-origin-when-cross-origin"
  allowfullscreen>
</iframe>
</div>

---

With a solid understanding of ColPali, let's start building a real application in Module 3.