diff --git a/service_capacity_modeling/capacity_planner.py b/service_capacity_modeling/capacity_planner.py
index a5318ae..7ebaae8 100644
--- a/service_capacity_modeling/capacity_planner.py
+++ b/service_capacity_modeling/capacity_planner.py
@@ -189,13 +189,25 @@ def _set_instance_objects(
 ):
     if desires.current_clusters:
         for zonal_cluster_capacity in desires.current_clusters.zonal:
-            zonal_cluster_capacity.cluster_instance = hardware.instances[
-                zonal_cluster_capacity.cluster_instance_name
-            ]
+            if zonal_cluster_capacity.cluster_instance_name in hardware.instances:
+                zonal_cluster_capacity.cluster_instance = hardware.instances[
+                    zonal_cluster_capacity.cluster_instance_name
+                ]
+            else:
+                raise ValueError(
+                    f"Model not trained to right size clusters that are of instance"
+                    f" types {zonal_cluster_capacity.cluster_instance_name}"
+                )
         for regional_cluster_capacity in desires.current_clusters.regional:
-            regional_cluster_capacity.cluster_instance = hardware.instances[
-                regional_cluster_capacity.cluster_instance_name
-            ]
+            if regional_cluster_capacity.cluster_instance_name in hardware.instances:
+                regional_cluster_capacity.cluster_instance = hardware.instances[
+                    regional_cluster_capacity.cluster_instance_name
+                ]
+            else:
+                raise ValueError(
+                    f"Model not trained to right size clusters that are of instance"
+                    f" types {regional_cluster_capacity.cluster_instance_name}"
+                )
 
 
 def _allow_instance(
diff --git a/service_capacity_modeling/hardware/profiles/pricing/aws/3yr-reserved.json b/service_capacity_modeling/hardware/profiles/pricing/aws/3yr-reserved.json
index 318b8d7..0046f05 100644
--- a/service_capacity_modeling/hardware/profiles/pricing/aws/3yr-reserved.json
+++ b/service_capacity_modeling/hardware/profiles/pricing/aws/3yr-reserved.json
@@ -7,6 +7,7 @@
       "m5.2xlarge":   {"annual_cost": 1264.6},
       "m5.4xlarge":   {"annual_cost": 2529.7},
       "m5.8xlarge":   {"annual_cost": 5059.33},
+      "m5.12xlarge":   {"annual_cost": 7589.1},
       "m6i.large":    {"annual_cost": 332.0},
       "m6i.xlarge":   {"annual_cost": 664.0},
       "m6i.2xlarge":  {"annual_cost": 1328.00},
@@ -29,14 +30,17 @@
       "i3.xlarge":    {"annual_cost": 1155.9},
       "i3.2xlarge":   {"annual_cost": 2312},
       "i3.4xlarge":   {"annual_cost": 4624.3},
+      "i3en.large":  {"annual_cost": 749.8},
       "i3en.xlarge":  {"annual_cost": 1499.6},
       "i3en.2xlarge": {"annual_cost": 2999},
       "i3en.3xlarge": {"annual_cost": 4498},
+      "i3en.6xlarge": {"annual_cost": 8996},
       "i4i.large":    {"annual_cost": 605.33},
       "i4i.xlarge":   {"annual_cost": 1210.66},
       "i4i.2xlarge":  {"annual_cost": 2421.00},
       "i4i.4xlarge":  {"annual_cost": 4841.67},
       "i4i.8xlarge":  {"annual_cost": 9683.66},
+      "i4i.16xlarge":  {"annual_cost": 19366.68},
       "m5d.large":    {"annual_cost": 372.2},
       "m5d.xlarge":   {"annual_cost": 744.3},
       "m5d.2xlarge":  {"annual_cost": 1488.6},
@@ -56,6 +60,7 @@
       "r5d.2xlarge":  {"annual_cost": 1897},
       "r5d.4xlarge":  {"annual_cost": 3794},
       "r5d.8xlarge":  {"annual_cost": 7588},
+      "r5d.8xlarge":  {"annual_cost": 15176},
       "r5dn.large":    {"annual_cost": 518.3},
       "r5dn.xlarge":   {"annual_cost": 1037},
       "r5dn.2xlarge":  {"annual_cost": 2073.6},
diff --git a/service_capacity_modeling/hardware/profiles/shapes/aws.json b/service_capacity_modeling/hardware/profiles/shapes/aws.json
index 3959a4e..59f3100 100644
--- a/service_capacity_modeling/hardware/profiles/shapes/aws.json
+++ b/service_capacity_modeling/hardware/profiles/shapes/aws.json
@@ -48,6 +48,14 @@
       "net_mbps": 10000,
       "drive": null
     },
+    "m5.12xlarge": {
+      "name": "m5.12xlarge",
+      "cpu": 48,
+      "cpu_ghz": 3.1,
+      "ram_gib": 192,
+      "net_mbps": 10000,
+      "drive": null
+    },
     "m6i.large": {
       "name": "m6i.large",
       "cpu": 2,
@@ -322,7 +330,7 @@
       "ram_gib": 247.76,
       "net_mbps": 18750,
       "drive": {
-        "name": "ephem", "size_gib": 3492,
+        "name": "ephem", "size_gib": 6984,
         "read_io_latency_ms": {
             "minimum_value":0.05,
             "low":0.10, "mid":0.125, "high":0.17,
@@ -332,7 +340,41 @@
         "block_size_kib": 4, "single_tenant": true
       }
     },
+    "i4i.16xlarge": {
+      "name": "i4i.16xlarge",
+      "cpu": 64,
+      "cpu_ghz": 3.5,
+      "ram_gib": 495.82,
+      "net_mbps": 35000,
+      "drive": {
+        "name": "ephem", "size_gib": 13968,
+        "read_io_latency_ms": {
+            "minimum_value":0.05,
+            "low":0.10, "mid":0.125, "high":0.17,
+            "maximum_value":2.05, "confidence":0.9
+        },
+        "read_io_per_s": 16000000, "write_io_per_s": 880000,
+        "block_size_kib": 4, "single_tenant": true
+      }
+    },
 
+    "i3en.large": {
+      "name": "i3en.large",
+      "cpu": 2,
+      "cpu_ghz": 3.1,
+      "ram_gib": 15.8,
+      "net_mbps": 4000,
+      "drive": {
+        "name": "ephem", "size_gib": 1150,
+        "read_io_latency_ms": {
+          "minimum_value":0.07,
+          "low":0.08, "mid":0.12, "high":0.20,
+          "maximum_value":2, "confidence":0.9
+        },
+        "read_io_per_s": 42500, "write_io_per_s": 32500,
+        "block_size_kib": 4, "single_tenant": false
+      }
+    },
     "i3en.xlarge": {
       "name": "i3en.xlarge",
       "cpu": 4,
@@ -379,6 +421,18 @@
         "block_size_kib": 4, "single_tenant": true
       }
     },
+    "i3en.6xlarge": {
+      "name": "i3en.6xlarge",
+      "cpu": 24,
+      "cpu_ghz": 3.1,
+      "ram_gib": 186.62,
+      "net_mbps": 24000,
+      "drive": {"name": "ephem", "size_gib": 14000,
+        "read_io_latency_ms": {"minimum_value":0.07, "low":0.08, "mid":0.12, "high":0.16, "maximum_value":2, "confidence":0.9},
+        "read_io_per_s": 500000, "write_io_per_s": 400000,
+        "block_size_kib": 4, "single_tenant": true
+      }
+    },
     "m5d.large": {
       "name": "m5d.large",
       "cpu": 2,
@@ -650,6 +704,19 @@
         "block_size_kib": 4, "single_tenant": true
       }
     },
+    "r5d.16xlarge": {
+      "name": "r5d.16xlarge",
+      "cpu": 64,
+      "cpu_ghz": 3.1,
+      "ram_gib": 512,
+      "net_mbps": 20000,
+      "drive": {
+        "name": "ephem", "size_gib": 2200,
+        "read_io_latency_ms": {"minimum_value":0.07, "low":0.08, "mid":0.12, "high":0.20, "maximum_value":2, "confidence":0.9},
+        "read_io_per_s": 933332, "write_io_per_s": 466666,
+        "block_size_kib": 4, "single_tenant": true
+      }
+    },
     "r5dn.large": {
       "name": "r5dn.large",
       "cpu": 2,