diff --git a/src/modules/imageresizer/ui/App.xaml.cs b/src/modules/imageresizer/ui/App.xaml.cs
index 95e45b7f7b..3a70313608 100644
--- a/src/modules/imageresizer/ui/App.xaml.cs
+++ b/src/modules/imageresizer/ui/App.xaml.cs
@@ -107,33 +107,26 @@ namespace ImageResizer
             // Temporary workaround for issue #1273
             WindowHelpers.BringToForeground(new System.Windows.Interop.WindowInteropHelper(mainWindow).Handle);
 
-            // Check AI availability on UI thread after window is loaded
-            // Windows AI APIs require proper COM apartment and SynchronizationContext
+            // Check AI availability after window is loaded
+            // WinAiSuperResolutionService handles UI thread dispatching internally
             if (!OSVersionHelper.IsWindows10())
             {
-                mainWindow.Loaded += (s, args) =>
+                mainWindow.Loaded += async (s, args) =>
                 {
-                    // Use Dispatcher to ensure we're on the UI thread
-                    mainWindow.Dispatcher.InvokeAsync(async () =>
-                    {
-                        await InitializeAiOnUIThreadAsync();
-                    });
+                    await InitializeAiAsync();
                 };
             }
         }
 
         /// <summary>
-        /// Initialize AI availability check on UI thread.
-        /// Windows AI APIs require proper COM apartment context.
+        /// Initialize AI availability check.
+        /// WinAiSuperResolutionService handles UI thread dispatching internally.
         /// </summary>
-        private static async System.Threading.Tasks.Task InitializeAiOnUIThreadAsync()
+        private static async System.Threading.Tasks.Task InitializeAiAsync()
         {
             try
             {
-                Logger.LogInfo($"Checking AI availability on UI thread (Thread: {System.Threading.Thread.CurrentThread.ManagedThreadId})");
-
                 var readyState = Services.WinAiSuperResolutionService.GetModelReadyState();
-                Logger.LogInfo($"ImageScaler.GetReadyState() returned: {readyState}");
 
                 switch (readyState)
                 {
@@ -144,21 +137,18 @@ namespace ImageResizer
                         if (aiService != null)
                         {
                             ResizeBatch.SetAiSuperResolutionService(aiService);
-                            Logger.LogInfo("AI Super Resolution service initialized successfully on UI thread.");
                         }
 
                         break;
 
                     case Microsoft.Windows.AI.AIFeatureReadyState.NotReady:
                         AiAvailabilityState = AiAvailabilityState.ModelNotReady;
-                        Logger.LogInfo("AI model not ready, user can download via UI.");
                         break;
 
                     case Microsoft.Windows.AI.AIFeatureReadyState.DisabledByUser:
                     case Microsoft.Windows.AI.AIFeatureReadyState.NotSupportedOnCurrentSystem:
                     default:
                         AiAvailabilityState = AiAvailabilityState.NotSupported;
-                        Logger.LogInfo($"AI not supported: {readyState}");
                         break;
                 }
 
@@ -167,7 +157,7 @@ namespace ImageResizer
             }
             catch (Exception ex)
             {
-                Logger.LogError($"Failed to check AI availability on UI thread: {ex.Message}");
+                Logger.LogError($"Failed to check AI availability: {ex.Message}");
                 AiAvailabilityState = AiAvailabilityState.NotSupported;
                 AiInitializationCompleted?.Invoke(null, AiAvailabilityState);
             }
diff --git a/src/modules/imageresizer/ui/Services/WinAiSuperResolutionService.cs b/src/modules/imageresizer/ui/Services/WinAiSuperResolutionService.cs
index 4cd752184a..ce5f68086e 100644
--- a/src/modules/imageresizer/ui/Services/WinAiSuperResolutionService.cs
+++ b/src/modules/imageresizer/ui/Services/WinAiSuperResolutionService.cs
@@ -10,6 +10,7 @@ using System.Threading.Tasks;
 using System.Windows;
 using System.Windows.Media;
 using System.Windows.Media.Imaging;
+using ManagedCommon;
 using Microsoft.Windows.AI;
 using Microsoft.Windows.AI.Imaging;
 using Windows.Graphics.Imaging;
@@ -33,44 +34,78 @@ namespace ImageResizer.Services
 
         /// <summary>
         /// Async factory method to create and initialize WinAiSuperResolutionService.
-        /// Returns null if initialization fails.
+        /// Must be called on UI thread. Returns null if initialization fails.
         /// </summary>
         public static async Task<WinAiSuperResolutionService> CreateAsync()
         {
+            // Ensure we're on UI thread for Windows AI API calls
+            if (Application.Current?.Dispatcher != null && !Application.Current.Dispatcher.CheckAccess())
+            {
+                return await Application.Current.Dispatcher.InvokeAsync(() => CreateAsync()).Task.Unwrap();
+            }
+
             try
             {
+                Logger.LogInfo($"ImageScaler.CreateAsync() called on thread {Thread.CurrentThread.ManagedThreadId}");
                 var imageScaler = await ImageScaler.CreateAsync();
                 if (imageScaler == null)
                 {
+                    Logger.LogWarning("ImageScaler.CreateAsync() returned null");
                     return null;
                 }
 
+                Logger.LogInfo("ImageScaler created successfully");
                 return new WinAiSuperResolutionService(imageScaler);
             }
-            catch
+            catch (Exception ex)
             {
+                Logger.LogError($"ImageScaler.CreateAsync() failed: {ex.Message}");
                 return null;
             }
         }
 
+        /// <summary>
+        /// Get the ready state of the ImageScaler model.
+        /// Must be called on UI thread for accurate results.
+        /// </summary>
         public static AIFeatureReadyState GetModelReadyState()
         {
+            // Ensure we're on UI thread for Windows AI API calls
+            if (Application.Current?.Dispatcher != null && !Application.Current.Dispatcher.CheckAccess())
+            {
+                return Application.Current.Dispatcher.Invoke(() => GetModelReadyState());
+            }
+
             try
             {
-                return ImageScaler.GetReadyState();
+                Logger.LogInfo($"ImageScaler.GetReadyState() called on thread {Thread.CurrentThread.ManagedThreadId}");
+                var state = ImageScaler.GetReadyState();
+                Logger.LogInfo($"ImageScaler.GetReadyState() returned: {state}");
+                return state;
             }
-            catch (Exception)
+            catch (Exception ex)
             {
+                Logger.LogError($"ImageScaler.GetReadyState() failed: {ex.Message}");
                 // If we can't get the state, treat it as disabled by user
-                // The caller should check if it's Ready or NotReady
                 return AIFeatureReadyState.DisabledByUser;
             }
         }
 
+        /// <summary>
+        /// Ensure the AI model is ready (download if needed).
+        /// Must be called on UI thread.
+        /// </summary>
         public static async Task<AIFeatureReadyResult> EnsureModelReadyAsync(IProgress<double> progress = null)
         {
+            // Ensure we're on UI thread for Windows AI API calls
+            if (Application.Current?.Dispatcher != null && !Application.Current.Dispatcher.CheckAccess())
+            {
+                return await Application.Current.Dispatcher.InvokeAsync(() => EnsureModelReadyAsync(progress)).Task.Unwrap();
+            }
+
             try
             {
+                Logger.LogInfo($"ImageScaler.EnsureReadyAsync() called on thread {Thread.CurrentThread.ManagedThreadId}");
                 var operation = ImageScaler.EnsureReadyAsync();
 
                 // Register progress handler if provided
@@ -83,10 +118,13 @@ namespace ImageResizer.Services
                     };
                 }
 
-                return await operation;
+                var result = await operation;
+                Logger.LogInfo($"ImageScaler.EnsureReadyAsync() completed: Status={result?.Status}, ExtendedError={result?.ExtendedError}");
+                return result;
             }
-            catch (Exception)
+            catch (Exception ex)
             {
+                Logger.LogError($"ImageScaler.EnsureReadyAsync() failed: {ex.Message}");
                 return null;
             }
         }
diff --git a/src/modules/imageresizer/ui/ViewModels/InputViewModel.cs b/src/modules/imageresizer/ui/ViewModels/InputViewModel.cs
index c241728276..4ef4a20344 100644
--- a/src/modules/imageresizer/ui/ViewModels/InputViewModel.cs
+++ b/src/modules/imageresizer/ui/ViewModels/InputViewModel.cs
@@ -402,6 +402,7 @@ namespace ImageResizer.ViewModels
                 });
 
                 // Call EnsureReadyAsync to download and prepare the AI model
+                // Note: WinAiSuperResolutionService handles dispatching to UI thread internally
                 var result = await WinAiSuperResolutionService.EnsureModelReadyAsync(progress);
 
                 if (result?.Status == Microsoft.Windows.AI.AIFeatureReadyResultState.Success)