diff --git a/packages/aws-cdk-lib/aws-applicationautoscaling/lib/target-tracking-scaling-policy.ts b/packages/aws-cdk-lib/aws-applicationautoscaling/lib/target-tracking-scaling-policy.ts
index 7277fc164e1ea..313c32bc1e7a1 100644
--- a/packages/aws-cdk-lib/aws-applicationautoscaling/lib/target-tracking-scaling-policy.ts
+++ b/packages/aws-cdk-lib/aws-applicationautoscaling/lib/target-tracking-scaling-policy.ts
@@ -304,4 +304,19 @@ export enum PredefinedMetric {
    * @see https://docs.aws.amazon.com/autoscaling/application/APIReference/API_PredefinedMetricSpecification.html
    */
   ELASTICACHE_DATABASE_CAPACITY_USAGE_COUNTED_FOR_EVICT_PERCENTAGE = 'ElastiCacheDatabaseCapacityUsageCountedForEvictPercentage',
+  /**
+   * SAGEMAKER_INFERENCE_COMPONENT_CONCURRENT_REQUESTS_PER_COPY_HIGH_RESOLUTION
+   * @see https://docs.aws.amazon.com/autoscaling/application/APIReference/API_PredefinedMetricSpecification.html
+   */
+  SAGEMAKER_INFERENCE_COMPONENT_CONCURRENT_REQUESTS_PER_COPY_HIGH_RESOLUTION = 'SageMakerInferenceComponentConcurrentRequestsPerCopyHighResolution',
+  /**
+   * SAGEMAKER_VARIANT_CONCURRENT_REQUESTS_PER_MODEL_HIGH_RESOLUTION
+    * @see https://docs.aws.amazon.com/autoscaling/application/APIReference/API_PredefinedMetricSpecification.html
+    */
+  SAGEMAKER_VARIANT_CONCURRENT_REQUESTS_PER_MODEL_HIGH_RESOLUTION = 'SageMakerVariantConcurrentRequestsPerModelHighResolution',
+  /**
+   * WORKSPACES_AVERAGE_USER_SESSIONS_CAPACITY_UTILIZATION
+   * @see https://docs.aws.amazon.com/autoscaling/application/APIReference/API_PredefinedMetricSpecification.html
+   */
+  WORKSPACES_AVERAGE_USER_SESSIONS_CAPACITY_UTILIZATION = 'WorkSpacesAverageUserSessionsCapacityUtilization',
 }
diff --git a/packages/aws-cdk-lib/aws-applicationautoscaling/test/target-tracking.test.ts b/packages/aws-cdk-lib/aws-applicationautoscaling/test/target-tracking.test.ts
index df3c2c098d841..d97347b65033f 100644
--- a/packages/aws-cdk-lib/aws-applicationautoscaling/test/target-tracking.test.ts
+++ b/packages/aws-cdk-lib/aws-applicationautoscaling/test/target-tracking.test.ts
@@ -91,6 +91,66 @@ describe('target tracking', () => {
     });
   });
 
+  test('test setup target tracking on predefined metric for SAGEMAKER_VARIANT_CONCURRENT_REQUESTS_PER_MODEL_HIGH_RESOLUTION', () => {
+    // GIVEN
+    const stack = new cdk.Stack();
+    const target = createScalableTarget(stack);
+
+    // WHEN
+    target.scaleToTrackMetric('Tracking', {
+      predefinedMetric: appscaling.PredefinedMetric.SAGEMAKER_VARIANT_CONCURRENT_REQUESTS_PER_MODEL_HIGH_RESOLUTION,
+      targetValue: 0.5,
+    });
+
+    // THEN
+    Template.fromStack(stack).hasResourceProperties('AWS::ApplicationAutoScaling::ScalingPolicy', {
+      TargetTrackingScalingPolicyConfiguration: {
+        PredefinedMetricSpecification: { PredefinedMetricType: 'SageMakerVariantConcurrentRequestsPerModelHighResolution' },
+        TargetValue: 0.5,
+      },
+    });
+  });
+
+  test('test setup target tracking on predefined metric for SAGEMAKER_INFERENCE_COMPONENT_CONCURRENT_REQUESTS_PER_COPY_HIGH_RESOLUTION', () => {
+    // GIVEN
+    const stack = new cdk.Stack();
+    const target = createScalableTarget(stack);
+
+    // WHEN
+    target.scaleToTrackMetric('Tracking', {
+      predefinedMetric: appscaling.PredefinedMetric.SAGEMAKER_INFERENCE_COMPONENT_CONCURRENT_REQUESTS_PER_COPY_HIGH_RESOLUTION,
+      targetValue: 0.5,
+    });
+
+    // THEN
+    Template.fromStack(stack).hasResourceProperties('AWS::ApplicationAutoScaling::ScalingPolicy', {
+      TargetTrackingScalingPolicyConfiguration: {
+        PredefinedMetricSpecification: { PredefinedMetricType: 'SageMakerInferenceComponentConcurrentRequestsPerCopyHighResolution' },
+        TargetValue: 0.5,
+      },
+    });
+  });
+
+  test('test setup target tracking on predefined metric for WORKSPACES_AVERAGE_USER_SESSIONS_CAPACITY_UTILIZATION', () => {
+    // GIVEN
+    const stack = new cdk.Stack();
+    const target = createScalableTarget(stack);
+
+    // WHEN
+    target.scaleToTrackMetric('Tracking', {
+      predefinedMetric: appscaling.PredefinedMetric.WORKSPACES_AVERAGE_USER_SESSIONS_CAPACITY_UTILIZATION,
+      targetValue: 0.5,
+    });
+
+    // THEN
+    Template.fromStack(stack).hasResourceProperties('AWS::ApplicationAutoScaling::ScalingPolicy', {
+      TargetTrackingScalingPolicyConfiguration: {
+        PredefinedMetricSpecification: { PredefinedMetricType: 'WorkSpacesAverageUserSessionsCapacityUtilization' },
+        TargetValue: 0.5,
+      },
+    });
+  });
+
   test('test setup target tracking on custom metric', () => {
     // GIVEN
     const stack = new cdk.Stack();