diff --git a/vllm/entrypoints/openai/translations/__init__.py b/vllm/entrypoints/openai/translations/__init__.py
new file mode 100644
index 000000000..cf210d505
--- /dev/null
+++ b/vllm/entrypoints/openai/translations/__init__.py
@@ -0,0 +1,12 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
+
+import warnings
+
+warnings.warn(
+    "The 'vllm.entrypoints.openai.translations' module has been renamed to "
+    "'vllm.entrypoints.openai.speech_to_text'. Please update your imports. "
+    "This backward-compatible alias will be removed in version 0.17+.",
+    DeprecationWarning,
+    stacklevel=2,
+)
diff --git a/vllm/entrypoints/openai/translations/api_router.py b/vllm/entrypoints/openai/translations/api_router.py
new file mode 100644
index 000000000..4a43bf8b9
--- /dev/null
+++ b/vllm/entrypoints/openai/translations/api_router.py
@@ -0,0 +1,14 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
+
+import warnings
+
+warnings.warn(
+    "'vllm.entrypoints.openai.translations.api_router' has been moved to "
+    "'vllm.entrypoints.openai.speech_to_text.api_router'. Please update your "
+    "imports. This backward-compatible alias will be removed in version 0.17+.",
+    DeprecationWarning,
+    stacklevel=2,
+)
+
+from vllm.entrypoints.openai.speech_to_text.api_router import *  # noqa: F401,F403,E402
diff --git a/vllm/entrypoints/openai/translations/protocol.py b/vllm/entrypoints/openai/translations/protocol.py
new file mode 100644
index 000000000..c8ec156d9
--- /dev/null
+++ b/vllm/entrypoints/openai/translations/protocol.py
@@ -0,0 +1,14 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
+
+import warnings
+
+warnings.warn(
+    "'vllm.entrypoints.openai.translations.protocol' has been moved to "
+    "'vllm.entrypoints.openai.speech_to_text.protocol'. Please update your "
+    "imports. This backward-compatible alias will be removed in version 0.17+.",
+    DeprecationWarning,
+    stacklevel=2,
+)
+
+from vllm.entrypoints.openai.speech_to_text.protocol import *  # noqa: F401,F403,E402
diff --git a/vllm/entrypoints/openai/translations/serving.py b/vllm/entrypoints/openai/translations/serving.py
new file mode 100644
index 000000000..1749d6155
--- /dev/null
+++ b/vllm/entrypoints/openai/translations/serving.py
@@ -0,0 +1,14 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
+
+import warnings
+
+warnings.warn(
+    "'vllm.entrypoints.openai.translations.serving' has been moved to "
+    "'vllm.entrypoints.openai.speech_to_text.serving'. Please update your "
+    "imports. This backward-compatible alias will be removed in version 0.17+.",
+    DeprecationWarning,
+    stacklevel=2,
+)
+
+from vllm.entrypoints.openai.speech_to_text.serving import *  # noqa: F401,F403,E402
diff --git a/vllm/entrypoints/openai/translations/speech_to_text.py b/vllm/entrypoints/openai/translations/speech_to_text.py
new file mode 100644
index 000000000..eb26c6a83
--- /dev/null
+++ b/vllm/entrypoints/openai/translations/speech_to_text.py
@@ -0,0 +1,15 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
+
+import warnings
+
+warnings.warn(
+    "'vllm.entrypoints.openai.translations.speech_to_text' has been moved to "
+    "'vllm.entrypoints.openai.speech_to_text.speech_to_text'. Please update "
+    "your imports. This backward-compatible alias will be removed in version "
+    "0.17+.",
+    DeprecationWarning,
+    stacklevel=2,
+)
+
+from vllm.entrypoints.openai.speech_to_text.speech_to_text import *  # noqa: F401,F403,E402