diff --git a/api/pkg/imagebuilder/imagebuilder_test.go b/api/pkg/imagebuilder/imagebuilder_test.go
index f75742fa9..3de6e95a2 100644
--- a/api/pkg/imagebuilder/imagebuilder_test.go
+++ b/api/pkg/imagebuilder/imagebuilder_test.go
@@ -340,7 +340,7 @@ func TestBuildImage(t *testing.T) {
 										fmt.Sprintf("--build-arg=BASE_IMAGE=%s", config.BaseImage.ImageName),
 										fmt.Sprintf("--build-arg=MODEL_DEPENDENCIES_URL=%s", modelDependenciesURL),
 										fmt.Sprintf("--build-arg=MODEL_ARTIFACTS_URL=%s/model", testArtifactURI),
-										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
+										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
 										fmt.Sprintf("--context-sub-path=%s", config.BaseImage.BuildContextSubPath),
 										"--cache=true",
 										"--compressed-caching=false",
@@ -391,7 +391,7 @@ func TestBuildImage(t *testing.T) {
 				Status: batchv1.JobStatus{},
 			},
 			wantDeleteJobName: "",
-			wantImageRef:      fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
+			wantImageRef:      fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
 			config:            config,
 		},
 		{
@@ -453,7 +453,7 @@ func TestBuildImage(t *testing.T) {
 										fmt.Sprintf("--build-arg=BASE_IMAGE=%s", config.BaseImage.ImageName),
 										fmt.Sprintf("--build-arg=MODEL_DEPENDENCIES_URL=%s", modelDependenciesURL),
 										fmt.Sprintf("--build-arg=MODEL_ARTIFACTS_URL=%s/model", testArtifactURI),
-										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
+										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
 										fmt.Sprintf("--context-sub-path=%s", config.BaseImage.BuildContextSubPath),
 										"--cache=true",
 										"--compressed-caching=false",
@@ -482,7 +482,7 @@ func TestBuildImage(t *testing.T) {
 				Status: batchv1.JobStatus{},
 			},
 			wantDeleteJobName: "",
-			wantImageRef:      fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
+			wantImageRef:      fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
 			config:            configWithSa,
 		},
 		{
@@ -544,7 +544,7 @@ func TestBuildImage(t *testing.T) {
 										fmt.Sprintf("--build-arg=BASE_IMAGE=%s", config.BaseImage.ImageName),
 										fmt.Sprintf("--build-arg=MODEL_DEPENDENCIES_URL=%s", modelDependenciesURL),
 										fmt.Sprintf("--build-arg=MODEL_ARTIFACTS_URL=%s/model", testArtifactURI),
-										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
+										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
 										fmt.Sprintf("--context-sub-path=%s", config.BaseImage.BuildContextSubPath),
 										"--cache=true",
 										"--compressed-caching=false",
@@ -587,7 +587,7 @@ func TestBuildImage(t *testing.T) {
 				Status: batchv1.JobStatus{},
 			},
 			wantDeleteJobName: "",
-			wantImageRef:      fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
+			wantImageRef:      fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
 			config: Config{
 				BuildNamespace: testBuildNamespace,
 				BaseImage: cfg.BaseImageConfig{
@@ -670,7 +670,7 @@ func TestBuildImage(t *testing.T) {
 										fmt.Sprintf("--build-arg=BASE_IMAGE=%s", config.BaseImage.ImageName),
 										fmt.Sprintf("--build-arg=MODEL_DEPENDENCIES_URL=%s", modelDependenciesURL),
 										fmt.Sprintf("--build-arg=MODEL_ARTIFACTS_URL=%s/model", testArtifactURI),
-										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
+										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
 										fmt.Sprintf("--context-sub-path=%s", config.BaseImage.BuildContextSubPath),
 										"--cache=true",
 										"--compressed-caching=false",
@@ -718,7 +718,7 @@ func TestBuildImage(t *testing.T) {
 				Status: batchv1.JobStatus{},
 			},
 			wantDeleteJobName: "",
-			wantImageRef:      fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
+			wantImageRef:      fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
 			config: Config{
 				BuildNamespace: testBuildNamespace,
 				BaseImage: cfg.BaseImageConfig{
@@ -806,7 +806,7 @@ func TestBuildImage(t *testing.T) {
 										fmt.Sprintf("--build-arg=BASE_IMAGE=%s", config.BaseImage.ImageName),
 										fmt.Sprintf("--build-arg=MODEL_DEPENDENCIES_URL=%s", modelDependenciesURL),
 										fmt.Sprintf("--build-arg=MODEL_ARTIFACTS_URL=%s/model", testArtifactURI),
-										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
+										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
 										"--cache=true",
 										"--compressed-caching=false",
 										"--snapshot-mode=redo",
@@ -856,7 +856,7 @@ func TestBuildImage(t *testing.T) {
 				Status: batchv1.JobStatus{},
 			},
 			wantDeleteJobName: "",
-			wantImageRef:      fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
+			wantImageRef:      fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
 			config: Config{
 				BuildNamespace: config.BuildNamespace,
 				BaseImage: cfg.BaseImageConfig{
@@ -936,7 +936,7 @@ func TestBuildImage(t *testing.T) {
 										fmt.Sprintf("--build-arg=BASE_IMAGE=%s", config.BaseImage.ImageName),
 										fmt.Sprintf("--build-arg=MODEL_DEPENDENCIES_URL=%s", modelDependenciesURL),
 										fmt.Sprintf("--build-arg=MODEL_ARTIFACTS_URL=%s/model", testArtifactURI),
-										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
+										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
 										fmt.Sprintf("--context-sub-path=%s", config.BaseImage.BuildContextSubPath),
 										"--cache=true",
 										"--compressed-caching=false",
@@ -987,7 +987,7 @@ func TestBuildImage(t *testing.T) {
 				Status: batchv1.JobStatus{},
 			},
 			wantCreateJob: nil,
-			wantImageRef:  fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
+			wantImageRef:  fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
 			config:        config,
 		},
 		{
@@ -1048,7 +1048,7 @@ func TestBuildImage(t *testing.T) {
 										fmt.Sprintf("--build-arg=BASE_IMAGE=%s", config.BaseImage.ImageName),
 										fmt.Sprintf("--build-arg=MODEL_DEPENDENCIES_URL=%s", modelDependenciesURL),
 										fmt.Sprintf("--build-arg=MODEL_ARTIFACTS_URL=%s/model", testArtifactURI),
-										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
+										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
 										fmt.Sprintf("--context-sub-path=%s", config.BaseImage.BuildContextSubPath),
 										"--cache=true",
 										"--compressed-caching=false",
@@ -1102,7 +1102,7 @@ func TestBuildImage(t *testing.T) {
 			},
 			wantCreateJob:     nil,
 			wantDeleteJobName: "",
-			wantImageRef:      fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
+			wantImageRef:      fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
 			config:            config,
 		},
 		{
@@ -1163,7 +1163,7 @@ func TestBuildImage(t *testing.T) {
 										fmt.Sprintf("--build-arg=BASE_IMAGE=%s", config.BaseImage.ImageName),
 										fmt.Sprintf("--build-arg=MODEL_DEPENDENCIES_URL=%s", modelDependenciesURL),
 										fmt.Sprintf("--build-arg=MODEL_ARTIFACTS_URL=%s/model", testArtifactURI),
-										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
+										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
 										fmt.Sprintf("--context-sub-path=%s", config.BaseImage.BuildContextSubPath),
 										"--cache=true",
 										"--compressed-caching=false",
@@ -1266,7 +1266,7 @@ func TestBuildImage(t *testing.T) {
 										fmt.Sprintf("--build-arg=BASE_IMAGE=%s", config.BaseImage.ImageName),
 										fmt.Sprintf("--build-arg=MODEL_DEPENDENCIES_URL=%s", modelDependenciesURL),
 										fmt.Sprintf("--build-arg=MODEL_ARTIFACTS_URL=%s/model", testArtifactURI),
-										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
+										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
 										fmt.Sprintf("--context-sub-path=%s", config.BaseImage.BuildContextSubPath),
 										"--cache=true",
 										"--compressed-caching=false",
@@ -1317,7 +1317,7 @@ func TestBuildImage(t *testing.T) {
 				Status: batchv1.JobStatus{},
 			},
 			wantDeleteJobName: fmt.Sprintf("%s-%s-%s", project.Name, model.Name, modelVersion.ID),
-			wantImageRef:      fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
+			wantImageRef:      fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
 			config:            config,
 		},
 		{
@@ -1383,7 +1383,7 @@ func TestBuildImage(t *testing.T) {
 										fmt.Sprintf("--build-arg=BASE_IMAGE=%s", config.BaseImage.ImageName),
 										fmt.Sprintf("--build-arg=MODEL_DEPENDENCIES_URL=%s", modelDependenciesURL),
 										fmt.Sprintf("--build-arg=MODEL_ARTIFACTS_URL=%s/model", testArtifactURI),
-										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
+										fmt.Sprintf("--destination=%s", fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID)),
 										fmt.Sprintf("--context-sub-path=%s", config.BaseImage.BuildContextSubPath),
 										"--cache=true",
 										"--compressed-caching=false",
@@ -1434,7 +1434,7 @@ func TestBuildImage(t *testing.T) {
 				Status: batchv1.JobStatus{},
 			},
 			wantDeleteJobName: "",
-			wantImageRef:      fmt.Sprintf("%s/%s-%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
+			wantImageRef:      fmt.Sprintf("%s/%s/pyfunc-models/%s:%s", config.DockerRegistry, project.Name, model.Name, modelVersion.ID),
 			config:            config,
 		},
 	}
diff --git a/api/pkg/imagebuilder/model_service_imagebuilder.go b/api/pkg/imagebuilder/model_service_imagebuilder.go
index 5f2fa68e8..cc37c19bb 100644
--- a/api/pkg/imagebuilder/model_service_imagebuilder.go
+++ b/api/pkg/imagebuilder/model_service_imagebuilder.go
@@ -41,5 +41,5 @@ func (n *modelServiceNameGenerator) generateBuilderJobName(project mlp.Project,
 
 // generateDockerImageName generate docker image name of model service
 func (n *modelServiceNameGenerator) generateDockerImageName(project mlp.Project, model *models.Model) string {
-	return fmt.Sprintf("%s/%s-%s", n.dockerRegistry, project.Name, model.Name)
+	return fmt.Sprintf("%s/%s/pyfunc-models/%s", n.dockerRegistry, project.Name, model.Name)
 }
diff --git a/api/pkg/imagebuilder/prediction_job_imagebuilder.go b/api/pkg/imagebuilder/prediction_job_imagebuilder.go
index 8c08e6808..6296ad00f 100644
--- a/api/pkg/imagebuilder/prediction_job_imagebuilder.go
+++ b/api/pkg/imagebuilder/prediction_job_imagebuilder.go
@@ -41,5 +41,5 @@ func (n *predictionJobNameGenerator) generateBuilderJobName(project mlp.Project,
 
 // generateDockerImageName generate the name of docker image of prediction job that will be created from given model
 func (n *predictionJobNameGenerator) generateDockerImageName(project mlp.Project, model *models.Model) string {
-	return fmt.Sprintf("%s/%s-%s-job", n.dockerRegistry, project.Name, model.Name)
+	return fmt.Sprintf("%s/%s/batch-jobs/%s", n.dockerRegistry, project.Name, model.Name)
 }