diff --git a/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainPageController.kt b/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainPageController.kt
index 28fbe1a..8bc4f09 100644
--- a/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainPageController.kt
+++ b/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainPageController.kt
@@ -9,11 +9,41 @@ import javafx.scene.control.Separator
 import javafx.scene.layout.VBox
 import javafx.stage.FileChooser
 import java.io.File
+import java.util.concurrent.ExecutorService
+import java.util.concurrent.Executors
+import java.util.concurrent.Semaphore
+import java.util.concurrent.atomic.AtomicInteger
 import java.util.logging.Logger
 import javax.imageio.ImageIO
 
 
 class MainPageController {
+    /**
+     * The thread pool worker pool.
+     */
+    private val workerPool: ExecutorService = Executors.newFixedThreadPool(Runtime.getRuntime().availableProcessors())
+
+    /**
+     * Number of maximum prediction operations of an image tags that's that is allowed to run in parallel.
+     */
+    private val maxImagesPredictionInProgress = Runtime.getRuntime().availableProcessors()
+
+    /**
+     * Semaphore to limit the maximum amount of predictions submitted to the tread pool.
+     */
+    private val workerSemaphore: Semaphore = Semaphore(maxImagesPredictionInProgress)
+
+    /**
+     * A counter to keep track of the current image prediction.
+     */
+    private val processedImageFilesCount = AtomicInteger(0)
+    private var imageFilesTotal = 0
+
+    /**
+     * The ImageTagsPrediction service instance.
+     */
+    private val imageTagsPrediction = ImageTagsPrediction.getInstance()
+
 
     private val logger: Logger = Logger.getLogger("MainPageController")
 
@@ -27,40 +57,79 @@ class MainPageController {
      * Prompts the user to select files then predicts tags for the selected image files.
      */
     @FXML
-    private fun onTagImagesButtonClick() {
-        val imageTagsPrediction = ImageTagsPrediction.getInstance()
+    fun onTagImagesButtonClick() {
+        synchronized(this) {
+            val fileChooser = FileChooser().apply { title = "Choose images" }
+            val filePaths = fileChooser.showOpenMultipleDialog(null) ?: return
 
-        val fileChooser = FileChooser()
-        fileChooser.title = "Choose images"
-        val filePaths = fileChooser.showOpenMultipleDialog(null) ?: return
-
-        progressBar.isVisible = true
-
-        progressBar.progress = 0.0
-        // Create a new thread to predict the images.
-        val thread = Thread {
-            val filePathsTotal = filePaths.count()
-            logger.info("Analyzing $filePathsTotal files")
-            filePaths.forEachIndexed { index, filePath ->
-                try {
-                    // Get predictions for the image.
-                    val imageFile = ImageIO.read(File(filePath.absolutePath))
-                    val tags: List<String> = imageTagsPrediction.predictTags(imageFile)
-                    Platform.runLater {
-                        // Add image and prediction to the view.
-                        verticalBox.children.add(ImageTagsEntryControl(filePath.absolutePath, tags))
-                        verticalBox.children.add(Separator())
-                        progressBar.progress = (((index + 1) * 100) / filePathsTotal).toDouble() / 100.0
-                        logger.info("Progress ${progressBar.progress}")
+            progressBar.isVisible = true
+            progressBar.progress = 0.0
+            processedImageFilesCount.set(0)
+            // Create a new thread to predict the images.
+            Thread {
+                imageFilesTotal = filePaths.count()
+                logger.info("Analyzing $imageFilesTotal files")
+                filePaths.forEach { filePath ->
+                    workerSemaphore.acquire()
+                    workerPool.submit {
+                        predictImageTags(
+                            filePath,
+                            onError = {
+                                workerSemaphore.release()
+                            }
+                        ) { imagePath, imageTags ->
+                            // Add newly predicted tags to UI.
+                            Platform.runLater {
+                                // Add image and prediction to the view.
+                                addNewImagePredictionEntry(imagePath, imageTags)
+                                workerSemaphore.release()
+                            }
+                        }
                     }
-                } catch (e: Exception) {
-                    logger.warning("Error while predicting images $e")
                 }
-            }
-            Platform.runLater {
-                progressBar.isVisible = false
-            }
+            }.start()
+        }
+    }
+
+    /**
+     * Predicts an image tags and executes an action with it.
+     *
+     * @param filePath - The image file's absolute path.
+     */
+    fun predictImageTags(
+        filePath: File,
+        onError: (Exception) -> Unit,
+        onSuccess: (String, List<String>) -> Unit
+    ) {
+        try {
+            // Get predictions for the image.
+            val imageFile = ImageIO.read(File(filePath.absolutePath))
+            val tags: List<String> = imageTagsPrediction.predictTags(imageFile)
+            onSuccess(filePath.absolutePath, tags)
+        } catch (e: Exception) {
+            logger.warning("Error while predicting images $e")
+            onError(e)
+        }
+    }
+
+    /**
+     * Updates the UI with a new ImagePredictionEntry.
+     *
+     * @param imagePath - The image path.
+     * @param imageTags - The image's tags.
+     */
+    fun addNewImagePredictionEntry(
+        imagePath: String,
+        imageTags: List<String>,
+    ) {
+        verticalBox.children.add(ImageTagsEntryControl(imagePath, imageTags))
+        verticalBox.children.add(Separator())
+        progressBar.progress =
+            ((processedImageFilesCount.incrementAndGet() * 100) / imageFilesTotal).toDouble() / 100.0
+        logger.info("Progress ${processedImageFilesCount.get()}/${imageFilesTotal} ${progressBar.progress}")
+        if (processedImageFilesCount.get() == imageFilesTotal) {
+            progressBar.isVisible = false
+            logger.info("Finished processing images.")
         }
-        thread.start()
     }
 }
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