diff --git a/src/sagemaker/huggingface/llm_utils.py b/src/sagemaker/huggingface/llm_utils.py
index de5e624dbc..974cffcddf 100644
--- a/src/sagemaker/huggingface/llm_utils.py
+++ b/src/sagemaker/huggingface/llm_utils.py
@@ -65,6 +65,13 @@ def get_huggingface_llm_image_uri(
             image_scope="inference",
             inference_tool="neuronx",
         )
+    if backend == "huggingface-tei":
+        return image_uris.retrieve(
+            "huggingface-tei",
+            region=region,
+            version=version,
+            image_scope="inference",
+        )
     if backend == "lmi":
         version = version or "0.24.0"
         return image_uris.retrieve(framework="djl-deepspeed", region=region, version=version)
diff --git a/src/sagemaker/image_uri_config/huggingface-tei.json b/src/sagemaker/image_uri_config/huggingface-tei.json
new file mode 100644
index 0000000000..b7c597df18
--- /dev/null
+++ b/src/sagemaker/image_uri_config/huggingface-tei.json
@@ -0,0 +1,59 @@
+{
+    "inference": {
+        "processors": [
+            "gpu"
+        ],
+        "version_aliases": {
+            "1.2": "1.2.3"
+        },
+        "versions": {
+            "1.2.3": {
+                "py_versions": [
+                    "py310"
+                ],
+                "registries": {
+                    "af-south-1": "510948584623",
+                    "ap-east-1": "651117190479",
+                    "ap-northeast-1": "354813040037",
+                    "ap-northeast-2": "366743142698",
+                    "ap-northeast-3": "867004704886",
+                    "ap-south-1": "720646828776",
+                    "ap-south-2": "628508329040",
+                    "ap-southeast-1": "121021644041",
+                    "ap-southeast-2": "783357654285",
+                    "ap-southeast-3": "951798379941",
+                    "ap-southeast-4": "106583098589",
+                    "ca-central-1": "341280168497",
+                    "ca-west-1": "190319476487",
+                    "cn-north-1": "450853457545",
+                    "cn-northwest-1": "451049120500",
+                    "eu-central-1": "492215442770",
+                    "eu-central-2": "680994064768",
+                    "eu-north-1": "662702820516",
+                    "eu-south-1": "978288397137",
+                    "eu-south-2": "104374241257",
+                    "eu-west-1": "141502667606",
+                    "eu-west-2": "764974769150",
+                    "eu-west-3": "659782779980",
+                    "il-central-1": "898809789911",
+                    "me-central-1": "272398656194",
+                    "me-south-1": "801668240914",
+                    "sa-east-1": "737474898029",
+                    "us-east-1": "683313688378",
+                    "us-east-2": "257758044811",
+                    "us-gov-east-1": "237065988967",
+                    "us-gov-west-1": "414596584902",
+                    "us-iso-east-1": "833128469047",
+                    "us-isob-east-1": "281123927165",
+                    "us-west-1": "746614075791",
+                    "us-west-2": "246618743249"
+                },
+                "tag_prefix": "2.0.1-tei1.2.3",
+                "repository": "tei",
+                "container_version": {
+                    "gpu": "cu122-ubuntu22.04"
+                }
+            }
+        }
+    }
+}
\ No newline at end of file
diff --git a/tests/unit/sagemaker/image_uris/test_huggingface_llm.py b/tests/unit/sagemaker/image_uris/test_huggingface_llm.py
index 5a9662c164..b1e8e8253e 100644
--- a/tests/unit/sagemaker/image_uris/test_huggingface_llm.py
+++ b/tests/unit/sagemaker/image_uris/test_huggingface_llm.py
@@ -18,6 +18,11 @@
 from tests.unit.sagemaker.image_uris import expected_uris, conftest
 
 LMI_VERSIONS = ["0.24.0"]
+TEI_VERSIONS_MAPPING = {
+    "gpu": {
+        "1.2.3": "2.0.1-tei1.2.3-gpu-py310-cu122-ubuntu22.04",
+    },
+}
 HF_VERSIONS_MAPPING = {
     "gpu": {
         "0.6.0": "2.0.0-tgi0.6.0-gpu-py39-cu118-ubuntu20.04",
@@ -68,6 +73,25 @@ def test_huggingface_uris(load_config):
             assert expected == uri
 
 
+@pytest.mark.parametrize("load_config", ["huggingface-tei.json"], indirect=True)
+def test_huggingface_tei_uris(load_config):
+    VERSIONS = load_config["inference"]["versions"]
+    device = load_config["inference"]["processors"][0]
+    backend = "huggingface-tei"
+    for version in VERSIONS:
+        ACCOUNTS = load_config["inference"]["versions"][version]["registries"]
+        for region in ACCOUNTS.keys():
+            uri = get_huggingface_llm_image_uri(backend, region=region, version=version)
+            expected = expected_uris.huggingface_llm_framework_uri(
+                "tei",
+                ACCOUNTS[region],
+                version,
+                TEI_VERSIONS_MAPPING[device][version],
+                region=region,
+            )
+            assert expected == uri
+
+
 @pytest.mark.parametrize("load_config", ["huggingface-llm.json"], indirect=True)
 def test_lmi_uris(load_config):
     VERSIONS = load_config["inference"]["versions"]