diff --git a/ads/aqua/common/enums.py b/ads/aqua/common/enums.py
index 6144877ee..bf0cc7c99 100644
--- a/ads/aqua/common/enums.py
+++ b/ads/aqua/common/enums.py
@@ -2,6 +2,8 @@
 # Copyright (c) 2024, 2025 Oracle and/or its affiliates.
 # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/
 
+from typing import Dict, List
+
 from ads.common.extended_enum import ExtendedEnum
 
 
@@ -106,3 +108,15 @@ class ModelFormat(ExtendedEnum):
 class Platform(ExtendedEnum):
     ARM_CPU = "ARM_CPU"
     NVIDIA_GPU = "NVIDIA_GPU"
+
+
+# This dictionary defines compatibility groups for container families.
+# The structure is:
+#   - Key: The preferred container family to use when multiple compatible families are selected.
+#   - Value: A list of all compatible families (including the preferred one).
+CONTAINER_FAMILY_COMPATIBILITY: Dict[str, List[str]] = {
+    InferenceContainerTypeFamily.AQUA_VLLM_V1_CONTAINER_FAMILY: [
+        InferenceContainerTypeFamily.AQUA_VLLM_V1_CONTAINER_FAMILY,
+        InferenceContainerTypeFamily.AQUA_VLLM_CONTAINER_FAMILY,
+    ],
+}
diff --git a/ads/aqua/common/utils.py b/ads/aqua/common/utils.py
index a1df4a99b..4d3251274 100644
--- a/ads/aqua/common/utils.py
+++ b/ads/aqua/common/utils.py
@@ -37,6 +37,7 @@
 
 from ads.aqua.common.entities import GPUShapesIndex
 from ads.aqua.common.enums import (
+    CONTAINER_FAMILY_COMPATIBILITY,
     InferenceContainerParamType,
     InferenceContainerType,
     RqsAdditionalDetails,
@@ -1316,3 +1317,40 @@ def load_gpu_shapes_index(
             )
 
     return GPUShapesIndex(**data)
+
+
+def get_preferred_compatible_family(selected_families: set[str]) -> str:
+    """
+    Determines the preferred container family from a given set of container families.
+
+    This method is used in the context of multi-model deployment to handle cases
+    where models selected for deployment use different, but compatible, container families.
+
+    It checks the input `families` set against the `CONTAINER_FAMILY_COMPATIBILITY` map.
+    If a compatibility group exists that fully includes all the families in the input,
+    the corresponding key (i.e., the preferred family) is returned.
+
+    Parameters
+    ----------
+    families : set[str]
+        A set of container family identifiers.
+
+    Returns
+    -------
+    Optional[str]
+        The preferred container family if all families are compatible within one group;
+        otherwise, returns `None` indicating that no compatible family group was found.
+
+    Example
+    -------
+    >>> get_preferred_compatible_family({"odsc-vllm-serving", "odsc-vllm-serving-v1"})
+    'odsc-vllm-serving-v1'
+
+    >>> get_preferred_compatible_family({"odsc-vllm-serving", "odsc-tgi-serving"})
+    None  # Incompatible families
+    """
+    for preferred, compatible_list in CONTAINER_FAMILY_COMPATIBILITY.items():
+        if selected_families.issubset(set(compatible_list)):
+            return preferred
+
+    return None
diff --git a/ads/aqua/model/model.py b/ads/aqua/model/model.py
index 027985702..705f24717 100644
--- a/ads/aqua/model/model.py
+++ b/ads/aqua/model/model.py
@@ -39,6 +39,7 @@
     get_artifact_path,
     get_container_config,
     get_hf_model_info,
+    get_preferred_compatible_family,
     list_os_files_with_extension,
     load_config,
     read_file,
@@ -337,15 +338,25 @@ def create_multi(
 
             selected_models_deployment_containers.add(deployment_container)
 
-        # Check if the all models in the group shares same container family
-        if len(selected_models_deployment_containers) > 1:
+        if not selected_models_deployment_containers:
             raise AquaValueError(
-                "The selected models are associated with different container families: "
-                f"{list(selected_models_deployment_containers)}."
-                "For multi-model deployment, all models in the group must share the same container family."
+                "None of the selected models are associated with a recognized container family. "
+                "Please review the selected models, or select a different group of models."
             )
 
-        deployment_container = selected_models_deployment_containers.pop()
+        # Check if the all models in the group shares same container family
+        if len(selected_models_deployment_containers) > 1:
+            deployment_container = get_preferred_compatible_family(
+                selected_families=selected_models_deployment_containers
+            )
+            if not deployment_container:
+                raise AquaValueError(
+                    "The selected models are associated with different container families: "
+                    f"{list(selected_models_deployment_containers)}."
+                    "For multi-model deployment, all models in the group must share the same container family."
+                )
+        else:
+            deployment_container = selected_models_deployment_containers.pop()
 
         # Generate model group details
         timestamp = datetime.now().strftime("%Y%m%d")
diff --git a/tests/unitary/with_extras/aqua/test_common_utils.py b/tests/unitary/with_extras/aqua/test_common_utils.py
new file mode 100644
index 000000000..9c548ba85
--- /dev/null
+++ b/tests/unitary/with_extras/aqua/test_common_utils.py
@@ -0,0 +1,24 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*--
+
+# Copyright (c) 2025 Oracle and/or its affiliates.
+# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/
+
+import pytest
+from ads.aqua.common.utils import get_preferred_compatible_family
+
+
+class TestCommonUtils:
+    @pytest.mark.parametrize(
+        "input_families, expected",
+        [
+            (
+                {"odsc-vllm-serving", "odsc-vllm-serving-v1"},
+                "odsc-vllm-serving-v1",
+            ),
+            ({"odsc-tgi-serving", "odsc-vllm-serving"}, None),
+            ({"non-existing-one", "odsc-tgi-serving"}, None),
+        ],
+    )
+    def test_get_preferred_compatible_family(self, input_families, expected):
+        assert get_preferred_compatible_family(input_families) == expected