diff --git a/pkg/epp/handlers/server.go b/pkg/epp/handlers/server.go
index ddfb3316c..3d8d50219 100644
--- a/pkg/epp/handlers/server.go
+++ b/pkg/epp/handlers/server.go
@@ -276,6 +276,7 @@ func (s *StreamingServer) Process(srv extProcPb.ExternalProcessor_ProcessServer)
 					reqCtx.ResponseCompleteTimestamp = time.Now()
 					metrics.RecordRequestLatencies(ctx, reqCtx.IncomingModelName, reqCtx.TargetModelName, reqCtx.RequestReceivedTimestamp, reqCtx.ResponseCompleteTimestamp)
 					metrics.RecordResponseSizes(reqCtx.IncomingModelName, reqCtx.TargetModelName, reqCtx.ResponseSize)
+					metrics.RecordNormalizedTimePerOutputToken(ctx, reqCtx.IncomingModelName, reqCtx.TargetModelName, reqCtx.RequestReceivedTimestamp, reqCtx.ResponseCompleteTimestamp, reqCtx.Usage.CompletionTokens)
 				}
 
 				reqCtx.respBodyResp = generateResponseBodyResponses(v.ResponseBody.Body, v.ResponseBody.EndOfStream)
diff --git a/site-src/guides/metrics-and-observability.md b/site-src/guides/metrics-and-observability.md
index 5e1f02e49..e85c49ee9 100644
--- a/site-src/guides/metrics-and-observability.md
+++ b/site-src/guides/metrics-and-observability.md
@@ -35,7 +35,7 @@ This guide describes the current state of exposed metrics and how to scrape them
 | inference_objective_request_total                | Counter          | The counter of requests broken out for each model.                | `model_name`=&lt;model-name&gt; <br> `target_model_name`=&lt;target-model-name&gt; | ALPHA       |
 | inference_objective_request_error_total          | Counter          | The counter of requests errors broken out for each model.         | `model_name`=&lt;model-name&gt; <br> `target_model_name`=&lt;target-model-name&gt; | ALPHA       |
 | inference_objective_request_duration_seconds     | Distribution     | Distribution of response latency.                                 | `model_name`=&lt;model-name&gt; <br> `target_model_name`=&lt;target-model-name&gt; | ALPHA       |
-| normalized_time_per_output_token_seconds     | Distribution     | Distribution of ntpot (response latency per output token)                                 | `model_name`=&lt;model-name&gt; <br> `target_model_name`=&lt;target-model-name&gt; | ALPHA       |
+| inference_objective_normalized_time_per_output_token_seconds     | Distribution     | Distribution of ntpot (response latency per output token)                                 | `model_name`=&lt;model-name&gt; <br> `target_model_name`=&lt;target-model-name&gt; | ALPHA       |
 | inference_objective_request_sizes                | Distribution     | Distribution of request size in bytes.                            | `model_name`=&lt;model-name&gt; <br> `target_model_name`=&lt;target-model-name&gt; | ALPHA       |
 | inference_objective_response_sizes               | Distribution     | Distribution of response size in bytes.                           | `model_name`=&lt;model-name&gt; <br> `target_model_name`=&lt;target-model-name&gt; | ALPHA       |
 | inference_objective_input_tokens                 | Distribution     | Distribution of input token count.                                | `model_name`=&lt;model-name&gt; <br> `target_model_name`=&lt;target-model-name&gt; | ALPHA       |
diff --git a/test/e2e/epp/e2e_test.go b/test/e2e/epp/e2e_test.go
index c3ff49e58..4d34dfd9b 100644
--- a/test/e2e/epp/e2e_test.go
+++ b/test/e2e/epp/e2e_test.go
@@ -244,8 +244,7 @@ func verifyMetrics() {
 		"inference_objective_request_total",
 		"inference_objective_request_error_total",
 		"inference_objective_request_duration_seconds",
-		// TODO: normalized_time_per_output_token_seconds is not actually recorded yet
-		// "normalized_time_per_output_token_seconds",
+		"inference_objective_normalized_time_per_output_token_seconds",
 		"inference_objective_request_sizes",
 		"inference_objective_response_sizes",
 		"inference_objective_input_tokens",
diff --git a/test/integration/epp/hermetic_test.go b/test/integration/epp/hermetic_test.go
index c2e100f79..f195d4712 100644
--- a/test/integration/epp/hermetic_test.go
+++ b/test/integration/epp/hermetic_test.go
@@ -727,7 +727,27 @@ func TestFullDuplexStreamed_KubeInferenceObjectiveRequest(t *testing.T) {
 		            inference_objective_input_tokens_bucket{model_name="",target_model_name="",le="+Inf"} 1
 		            inference_objective_input_tokens_sum{model_name="",target_model_name=""} 7
 		            inference_objective_input_tokens_count{model_name="",target_model_name=""} 1
-					`},
+					`,
+				`inference_objective_normalized_time_per_output_token_seconds`: `
+					# HELP inference_objective_normalized_time_per_output_token_seconds [ALPHA] Inference objective latency divided by number of output tokens in seconds for each model and target model.
+					# TYPE inference_objective_normalized_time_per_output_token_seconds histogram
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="0.001"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="0.002"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="0.005"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="0.01"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="0.02"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="0.05"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="0.1"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="0.2"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="0.5"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="1"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="2"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="5"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="10"} 0
+					inference_objective_normalized_time_per_output_token_seconds_bucket{model_name="",target_model_name="",le="+Inf"} 1
+					inference_objective_normalized_time_per_output_token_seconds_sum{model_name="",target_model_name=""} 9.223372036854776e+08
+					inference_objective_normalized_time_per_output_token_seconds_count{model_name="",target_model_name=""} 1
+			`},
 			wantResponses: []*extProcPb.ProcessingResponse{
 				integrationutils.NewResponseHeaders(
 					&configPb.HeaderValueOption{