diff --git a/src/bin/visualize_embeddings.rs b/src/bin/visualize_embeddings.rs
index f2eb31a..2ee0463 100644
--- a/src/bin/visualize_embeddings.rs
+++ b/src/bin/visualize_embeddings.rs
@@ -5,7 +5,11 @@ use dotenv::dotenv;
 use log::info;
 use ndarray::{s, Array2, ArrayView1};
 use ndarray_linalg::SVD;
-use plotly::{Plot, Scatter};
+use plotly::{
+    common::{Mode, Title},
+    layout::{Legend, Margin},
+    Layout, Plot, Scatter3D,
+};
 use std::env;
 use std::fs::File;
 use std::io::Write;
@@ -99,9 +103,9 @@ async fn main() -> Result<()> {
         data.row_mut(i).assign(&ArrayView1::from(&embedding));
     }
 
-    // Perform PCA
+    // Perform PCA with 3 components
     info!("Performing PCA...");
-    let projected_data = perform_pca(&data, 2)?;
+    let projected_data = perform_pca(&data, 3)?;
 
     // Create scatter plot for each cluster
     let mut plot = Plot::new();
@@ -122,33 +126,34 @@ async fn main() -> Result<()> {
 
         let x: Vec<_> = indices.iter().map(|&i| projected_data[[i, 0]]).collect();
         let y: Vec<_> = indices.iter().map(|&i| projected_data[[i, 1]]).collect();
+        let z: Vec<_> = indices.iter().map(|&i| projected_data[[i, 2]]).collect();
         let text: Vec<_> = indices
             .iter()
             .map(|&i| format!("Item {}", item_ids[i]))
             .collect();
 
-        let trace = Scatter::new(x, y)
+        let trace = Scatter3D::new(x, y, z)
             .name(&format!("Cluster {}", cluster_id))
-            .mode(plotly::common::Mode::Markers)
+            .mode(Mode::Markers)
             .text_array(text)
+            .marker(
+                plotly::common::Marker::new()
+                    .size(8)
+                    .symbol(plotly::common::MarkerSymbol::Circle),
+            )
             .show_legend(true);
 
         plot.add_trace(trace);
     }
 
     plot.set_layout(
-        plotly::Layout::new()
-            .title(plotly::common::Title::new(
-                "Item Embeddings Visualization (PCA)",
-            ))
-            .x_axis(
-                plotly::layout::Axis::new()
-                    .title(plotly::common::Title::new("First Principal Component")),
-            )
-            .y_axis(
-                plotly::layout::Axis::new()
-                    .title(plotly::common::Title::new("Second Principal Component")),
-            ),
+        Layout::new()
+            .title(Title::new("Item Embeddings Visualization (PCA)"))
+            .show_legend(true)
+            .legend(Legend::new().x(1.0).y(0.5))
+            .margin(Margin::new().left(100).right(100).top(100).bottom(100))
+            .height(900)
+            .width(1600),
     );
 
     // Save plot to HTML file