diff --git a/api/api.swagger.json b/api/api.swagger.json
index ec44728..2dda6b4 100644
--- a/api/api.swagger.json
+++ b/api/api.swagger.json
@@ -4215,10 +4215,16 @@
         "nodeSelector": {
           "type": "string"
         },
-        "cpu": {
+        "minCpu": {
           "type": "string"
         },
-        "memory": {
+        "minMemory": {
+          "type": "string"
+        },
+        "maxCpu": {
+          "type": "string"
+        },
+        "maxMemory": {
           "type": "string"
         }
       }
@@ -4276,6 +4282,18 @@
           "items": {
             "$ref": "#/definitions/Container"
           }
+        },
+        "minCpu": {
+          "type": "string"
+        },
+        "minMemory": {
+          "type": "string"
+        },
+        "maxCpu": {
+          "type": "string"
+        },
+        "maxMemory": {
+          "type": "string"
         }
       }
     },
diff --git a/api/gen/inference_service.pb.go b/api/gen/inference_service.pb.go
index 7698ec5..30f273a 100644
--- a/api/gen/inference_service.pb.go
+++ b/api/gen/inference_service.pb.go
@@ -206,6 +206,10 @@ type Transformer struct {
 	unknownFields protoimpl.UnknownFields
 
 	Containers []*Container `protobuf:"bytes,1,rep,name=containers,proto3" json:"containers,omitempty"`
+	MinCpu     string       `protobuf:"bytes,2,opt,name=minCpu,proto3" json:"minCpu,omitempty"`
+	MinMemory  string       `protobuf:"bytes,3,opt,name=minMemory,proto3" json:"minMemory,omitempty"`
+	MaxCpu     string       `protobuf:"bytes,4,opt,name=maxCpu,proto3" json:"maxCpu,omitempty"`
+	MaxMemory  string       `protobuf:"bytes,5,opt,name=maxMemory,proto3" json:"maxMemory,omitempty"`
 }
 
 func (x *Transformer) Reset() {
@@ -247,6 +251,34 @@ func (x *Transformer) GetContainers() []*Container {
 	return nil
 }
 
+func (x *Transformer) GetMinCpu() string {
+	if x != nil {
+		return x.MinCpu
+	}
+	return ""
+}
+
+func (x *Transformer) GetMinMemory() string {
+	if x != nil {
+		return x.MinMemory
+	}
+	return ""
+}
+
+func (x *Transformer) GetMaxCpu() string {
+	if x != nil {
+		return x.MaxCpu
+	}
+	return ""
+}
+
+func (x *Transformer) GetMaxMemory() string {
+	if x != nil {
+		return x.MaxMemory
+	}
+	return ""
+}
+
 type Predictor struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -256,8 +288,10 @@ type Predictor struct {
 	RuntimeVersion string `protobuf:"bytes,2,opt,name=runtimeVersion,proto3" json:"runtimeVersion,omitempty"`
 	StorageUri     string `protobuf:"bytes,3,opt,name=storageUri,proto3" json:"storageUri,omitempty"`
 	NodeSelector   string `protobuf:"bytes,4,opt,name=nodeSelector,proto3" json:"nodeSelector,omitempty"`
-	Cpu            string `protobuf:"bytes,5,opt,name=cpu,proto3" json:"cpu,omitempty"`
-	Memory         string `protobuf:"bytes,6,opt,name=memory,proto3" json:"memory,omitempty"`
+	MinCpu         string `protobuf:"bytes,5,opt,name=minCpu,proto3" json:"minCpu,omitempty"`
+	MinMemory      string `protobuf:"bytes,6,opt,name=minMemory,proto3" json:"minMemory,omitempty"`
+	MaxCpu         string `protobuf:"bytes,7,opt,name=maxCpu,proto3" json:"maxCpu,omitempty"`
+	MaxMemory      string `protobuf:"bytes,8,opt,name=maxMemory,proto3" json:"maxMemory,omitempty"`
 }
 
 func (x *Predictor) Reset() {
@@ -320,16 +354,30 @@ func (x *Predictor) GetNodeSelector() string {
 	return ""
 }
 
-func (x *Predictor) GetCpu() string {
+func (x *Predictor) GetMinCpu() string {
 	if x != nil {
-		return x.Cpu
+		return x.MinCpu
 	}
 	return ""
 }
 
-func (x *Predictor) GetMemory() string {
+func (x *Predictor) GetMinMemory() string {
 	if x != nil {
-		return x.Memory
+		return x.MinMemory
+	}
+	return ""
+}
+
+func (x *Predictor) GetMaxCpu() string {
+	if x != nil {
+		return x.MaxCpu
+	}
+	return ""
+}
+
+func (x *Predictor) GetMaxMemory() string {
+	if x != nil {
+		return x.MaxMemory
 	}
 	return ""
 }
@@ -599,86 +647,97 @@ var file_inference_service_proto_rawDesc = []byte{
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+	0x6f, 0x74, 0x6f, 0x33,
 }
 
 var (
diff --git a/api/proto/inference_service.proto b/api/proto/inference_service.proto
index 29325ea..dbc0ea8 100644
--- a/api/proto/inference_service.proto
+++ b/api/proto/inference_service.proto
@@ -44,7 +44,11 @@ message Container {
 }
 
 message Transformer {
-    repeated Container containers = 1;
+  repeated Container containers = 1;
+  string minCpu = 2;
+  string minMemory = 3;
+  string maxCpu = 4;
+  string maxMemory = 5;
 }
 
 message Predictor {
@@ -52,8 +56,10 @@ message Predictor {
   string runtimeVersion = 2;
   string storageUri = 3;
   string nodeSelector = 4;
-  string cpu = 5;
-  string memory = 6;
+  string minCpu = 5;
+  string minMemory = 6;
+  string maxCpu = 7;
+  string maxMemory = 8;
 }
 
 message CreateInferenceServiceRequest {
diff --git a/pkg/inference_service.go b/pkg/inference_service.go
index a4484f9..640d6d9 100644
--- a/pkg/inference_service.go
+++ b/pkg/inference_service.go
@@ -20,8 +20,8 @@ func modelRestClient() (*rest.RESTClient, error) {
 	return rest.RESTClientFor(&config)
 }
 
-// DeployModel creates an InferenceService with KFServing
-func (c *Client) DeployModel(deployment *InferenceService) error {
+// CreateInferenceService creates an InferenceService with KFServing
+func (c *Client) CreateInferenceService(deployment *InferenceService) error {
 	nodePoolLabel := c.systemConfig.NodePoolLabel()
 	if nodePoolLabel == nil {
 		return fmt.Errorf("applicationNodePoolLabel not set")
@@ -47,6 +47,10 @@ func (c *Client) DeployModel(deployment *InferenceService) error {
 		Do().
 		Error()
 
+	if err != nil && strings.Contains(err.Error(), "already exists") {
+		return util.NewUserError(codes.AlreadyExists, fmt.Sprintf("InferenceService with name '%v' already exists", deployment.Name))
+	}
+
 	return err
 }
 
diff --git a/pkg/inference_service_types.go b/pkg/inference_service_types.go
index 811fa51..8edad5f 100644
--- a/pkg/inference_service_types.go
+++ b/pkg/inference_service_types.go
@@ -8,19 +8,20 @@ import (
 
 const inferenceServiceResource = "InferenceServices"
 
-// ResourceLimits are the cpu/memory limits
-type ResourceLimits struct {
+// MachineResources are the cpu/memory limits
+type MachineResources struct {
 	CPU    string
 	Memory string
 }
 
 // Predictor contains information on what type of predictor we are using, and what resources it has available
 type Predictor struct {
-	Name           string
-	RuntimeVersion *string
-	StorageURI     string
-	ResourceLimits *ResourceLimits
-	NodeSelector   *string
+	Name             string
+	RuntimeVersion   *string
+	StorageURI       string
+	ResourceRequests *MachineResources
+	ResourceLimits   *MachineResources
+	NodeSelector     *string
 }
 
 // Env is a name/value environment variable
@@ -38,7 +39,9 @@ type TransformerContainer struct {
 
 // Transformer is a unit that can convert model input and output to different formats in json
 type Transformer struct {
-	Containers []TransformerContainer
+	Containers       []TransformerContainer
+	ResourceRequests *MachineResources
+	ResourceLimits   *MachineResources
 }
 
 // InferenceService represents the information necessary to deploy an inference service
@@ -111,9 +114,15 @@ func (m *InferenceService) ToResource(nodeSelector string) interface{} {
 	}
 
 	if m.Predictor.ResourceLimits != nil {
-		predictorServer["resources"] = map[string]string{
-			"cpu":    m.Predictor.ResourceLimits.CPU,
-			"memory": m.Predictor.ResourceLimits.Memory,
+		predictorServer["resources"] = map[string]interface{}{
+			"requests": map[string]string{
+				"cpu":    m.Predictor.ResourceLimits.CPU,
+				"memory": m.Predictor.ResourceLimits.Memory,
+			},
+			"limits": map[string]string{
+				"cpu":    "10",
+				"memory": "10Gi",
+			},
 		}
 	}
 
diff --git a/server/inferenceservice_server.go b/server/inferenceservice_server.go
index 3335003..caaf48f 100644
--- a/server/inferenceservice_server.go
+++ b/server/inferenceservice_server.go
@@ -55,13 +55,23 @@ func (s *InferenceServiceServer) CreateInferenceService(ctx context.Context, req
 		model.Predictor.RuntimeVersion = &req.Predictor.RuntimeVersion
 	}
 
-	if req.Predictor.Cpu != "" || req.Predictor.Memory != "" {
-		model.Predictor.ResourceLimits = &v1.ResourceLimits{}
-		if req.Predictor.Cpu != "" {
-			model.Predictor.ResourceLimits.CPU = req.Predictor.Cpu
+	if req.Predictor.MinCpu != "" || req.Predictor.MinMemory != "" {
+		model.Predictor.ResourceLimits = &v1.MachineResources{}
+		if req.Predictor.MinCpu != "" {
+			model.Predictor.ResourceLimits.CPU = req.Predictor.MinCpu
 		}
-		if req.Predictor.Memory != "" {
-			model.Predictor.ResourceLimits.Memory = req.Predictor.Memory
+		if req.Predictor.MinMemory != "" {
+			model.Predictor.ResourceLimits.Memory = req.Predictor.MinMemory
+		}
+	}
+
+	if req.Predictor.MaxCpu != "" || req.Predictor.MaxMemory != "" {
+		model.Predictor.ResourceRequests = &v1.MachineResources{}
+		if req.Predictor.MaxCpu != "" {
+			model.Predictor.ResourceRequests.CPU = req.Predictor.MaxCpu
+		}
+		if req.Predictor.MaxMemory != "" {
+			model.Predictor.ResourceRequests.Memory = req.Predictor.MaxMemory
 		}
 	}
 
@@ -72,6 +82,26 @@ func (s *InferenceServiceServer) CreateInferenceService(ctx context.Context, req
 	if req.Transformer != nil {
 		model.Transformer = &v1.Transformer{}
 
+		if req.Transformer.MinCpu != "" || req.Transformer.MinMemory != "" {
+			model.Transformer.ResourceRequests = &v1.MachineResources{}
+			if req.Transformer.MinCpu != "" {
+				model.Transformer.ResourceRequests.CPU = req.Transformer.MinCpu
+			}
+			if req.Transformer.MinMemory != "" {
+				model.Transformer.ResourceRequests.Memory = req.Transformer.MinMemory
+			}
+		}
+
+		if req.Transformer.MaxCpu != "" || req.Transformer.MaxMemory != "" {
+			model.Transformer.ResourceLimits = &v1.MachineResources{}
+			if req.Transformer.MaxCpu != "" {
+				model.Transformer.ResourceLimits.CPU = req.Transformer.MaxCpu
+			}
+			if req.Transformer.MinMemory != "" {
+				model.Transformer.ResourceLimits.Memory = req.Transformer.MaxMemory
+			}
+		}
+
 		for i, container := range req.Transformer.Containers {
 			modelContainer := v1.TransformerContainer{
 				Image: container.Image,
@@ -126,7 +156,7 @@ func (s *InferenceServiceServer) CreateInferenceService(ctx context.Context, req
 		}
 	}
 
-	err = client.DeployModel(model)
+	err = client.CreateInferenceService(model)
 	if err != nil {
 		return nil, err
 	}