diff --git a/src/sagemaker/image_uri_config/tensorflow.json b/src/sagemaker/image_uri_config/tensorflow.json
index b2250f6a39..20d2f79aa6 100644
--- a/src/sagemaker/image_uri_config/tensorflow.json
+++ b/src/sagemaker/image_uri_config/tensorflow.json
@@ -320,7 +320,8 @@
             "2.8": "2.8.4",
             "2.9": "2.9.3",
             "2.10": "2.10.1",
-            "2.11": "2.11.0"
+            "2.11": "2.11.1",
+            "2.12": "2.12.1"
         },
         "versions": {
             "1.10.0": {
@@ -1938,6 +1939,80 @@
                     "us-west-2": "763104351884"
                 },
                 "repository": "tensorflow-inference"
+            },
+            "2.11.1": {
+                "registries": {
+                    "af-south-1": "626614931356",
+                    "ap-east-1": "871362719292",
+                    "ap-northeast-1": "763104351884",
+                    "ap-northeast-2": "763104351884",
+                    "ap-northeast-3": "364406365360",
+                    "ap-south-1": "763104351884",
+                    "ap-south-2": "772153158452",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ap-southeast-3": "907027046896",
+                    "ap-southeast-4": "457447274322",
+                    "ca-central-1": "763104351884",
+                    "cn-north-1": "727897471807",
+                    "cn-northwest-1": "727897471807",
+                    "eu-central-1": "763104351884",
+                    "eu-central-2": "380420809688",
+                    "eu-north-1": "763104351884",
+                    "eu-south-1": "692866216735",
+                    "eu-south-2": "503227376785",
+                    "eu-west-1": "763104351884",
+                    "eu-west-2": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "me-south-1": "217643126080",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-gov-east-1": "446045086412",
+                    "us-gov-west-1": "442386744353",
+                    "us-iso-east-1": "886529160074",
+                    "us-isob-east-1": "094389454867",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "tensorflow-inference"
+            },
+            "2.12.1": {
+                "registries": {
+                    "af-south-1": "626614931356",
+                    "ap-east-1": "871362719292",
+                    "ap-northeast-1": "763104351884",
+                    "ap-northeast-2": "763104351884",
+                    "ap-northeast-3": "364406365360",
+                    "ap-south-1": "763104351884",
+                    "ap-south-2": "772153158452",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ap-southeast-3": "907027046896",
+                    "ap-southeast-4": "457447274322",
+                    "ca-central-1": "763104351884",
+                    "cn-north-1": "727897471807",
+                    "cn-northwest-1": "727897471807",
+                    "eu-central-1": "763104351884",
+                    "eu-central-2": "380420809688",
+                    "eu-north-1": "763104351884",
+                    "eu-south-1": "692866216735",
+                    "eu-south-2": "503227376785",
+                    "eu-west-1": "763104351884",
+                    "eu-west-2": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "me-south-1": "217643126080",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-gov-east-1": "446045086412",
+                    "us-gov-west-1": "442386744353",
+                    "us-iso-east-1": "886529160074",
+                    "us-isob-east-1": "094389454867",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "tensorflow-inference"
             }
         }
     },
diff --git a/src/sagemaker/tensorflow/model.py b/src/sagemaker/tensorflow/model.py
index d893cf0762..705b7667dd 100644
--- a/src/sagemaker/tensorflow/model.py
+++ b/src/sagemaker/tensorflow/model.py
@@ -185,6 +185,16 @@ def __init__(
             )
         self.framework_version = framework_version
 
+        # Inference framework version is being introduced to accomodate the mismatch between
+        # tensorflow and tensorflow serving releases, wherein the TF and TFS might have different
+        # patch versions, but end up hosting the model of same TF version. For eg., the upstream
+        # TFS-2.12.0 release was a bad release and hence a new TFS-2.12.1 release was made to host
+        # models from TF-2.12.0.
+        training_inference_version_mismatch_dict = {"2.12.0": "2.12.1"}
+        self.inference_framework_version = training_inference_version_mismatch_dict.get(
+            framework_version, framework_version
+        )
+
         super(TensorFlowModel, self).__init__(
             model_data=model_data,
             role=role,
@@ -463,7 +473,7 @@ def _get_image_uri(
         return image_uris.retrieve(
             self._framework_name,
             region_name or self.sagemaker_session.boto_region_name,
-            version=self.framework_version,
+            version=self.inference_framework_version,
             instance_type=instance_type,
             accelerator_type=accelerator_type,
             image_scope="inference",
diff --git a/tests/conftest.py b/tests/conftest.py
index f9429279a3..8413cd4520 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -528,7 +528,9 @@ def tf_full_py_version(tf_full_version):
         return "py37"
     if version < Version("2.8"):
         return "py38"
-    return "py39"
+    if version < Version("2.12"):
+        return "py39"
+    return "py310"
 
 
 @pytest.fixture(scope="module")