diff --git a/tests/entrypoints/openai/test_transcription_validation.py b/tests/entrypoints/openai/test_transcription_validation.py
index 93239f41a..6009d9aee 100644
--- a/tests/entrypoints/openai/test_transcription_validation.py
+++ b/tests/entrypoints/openai/test_transcription_validation.py
@@ -69,8 +69,11 @@ async def test_basic_audio(mary_had_lamb, model_name):
             language="en",
             response_format="text",
             temperature=0.0)
-        out = json.loads(transcription)['text']
-        assert "Mary had a little lamb," in out
+        out = json.loads(transcription)
+        out_text = out['text']
+        out_usage = out['usage']
+        assert "Mary had a little lamb," in out_text
+        assert out_usage["seconds"] == 16, out_usage["seconds"]
 
 
 @pytest.mark.asyncio
@@ -116,9 +119,12 @@ async def test_long_audio_request(mary_had_lamb, client):
         language="en",
         response_format="text",
         temperature=0.0)
-    out = json.loads(transcription)['text']
-    counts = out.count("Mary had a little lamb")
+    out = json.loads(transcription)
+    out_text = out['text']
+    out_usage = out['usage']
+    counts = out_text.count("Mary had a little lamb")
     assert counts == 10, counts
+    assert out_usage["seconds"] == 161, out_usage["seconds"]
 
 
 @pytest.mark.asyncio
diff --git a/vllm/entrypoints/openai/protocol.py b/vllm/entrypoints/openai/protocol.py
index a3d7b78cf..5cb41bd93 100644
--- a/vllm/entrypoints/openai/protocol.py
+++ b/vllm/entrypoints/openai/protocol.py
@@ -2232,9 +2232,15 @@ class TranscriptionRequest(OpenAIBaseModel):
 
 
 # Transcription response objects
+class TranscriptionUsageAudio(OpenAIBaseModel):
+    type: Literal["duration"] = "duration"
+    seconds: int
+
+
 class TranscriptionResponse(OpenAIBaseModel):
     text: str
     """The transcribed text."""
+    usage: TranscriptionUsageAudio
 
 
 class TranscriptionWord(OpenAIBaseModel):
diff --git a/vllm/entrypoints/openai/speech_to_text.py b/vllm/entrypoints/openai/speech_to_text.py
index 01140a4bf..de2619a78 100644
--- a/vllm/entrypoints/openai/speech_to_text.py
+++ b/vllm/entrypoints/openai/speech_to_text.py
@@ -200,7 +200,22 @@ class OpenAISpeechToText(OpenAIServing):
             for result_generator in list_result_generator:
                 async for op in result_generator:
                     text += op.outputs[0].text
-            return cast(T, response_class(text=text))
+
+            if self.task_type == "transcribe":
+                # add usage in TranscriptionResponse.
+                usage = {
+                    "type": "duration",
+                    # rounded up as per openAI specs
+                    "seconds": int(math.ceil(duration_s)),
+                }
+                final_response = cast(T, response_class(text=text,
+                                                        usage=usage))
+            else:
+                # no usage in response for translation task
+                final_response = cast(
+                    T, response_class(text=text))  # type: ignore[call-arg]
+
+            return final_response
         except asyncio.CancelledError:
             return self.create_error_response("Client disconnected")
         except ValueError as e: