diff --git a/vllm/engine/metrics.py b/vllm/engine/metrics.py
index 5890f654..7c4265fa 100644
--- a/vllm/engine/metrics.py
+++ b/vllm/engine/metrics.py
@@ -156,7 +156,8 @@ class Metrics:
             labelnames=labelnames,
             buckets=[
                 0.001, 0.005, 0.01, 0.02, 0.04, 0.06, 0.08, 0.1, 0.25, 0.5,
-                0.75, 1.0, 2.5, 5.0, 7.5, 10.0
+                0.75, 1.0, 2.5, 5.0, 7.5, 10.0, 20.0, 40.0, 80.0, 160.0, 640.0,
+                2560.0
             ])
         self.histogram_time_per_output_token = self._histogram_cls(
             name="vllm:time_per_output_token_seconds",
@@ -164,14 +165,14 @@ class Metrics:
             labelnames=labelnames,
             buckets=[
                 0.01, 0.025, 0.05, 0.075, 0.1, 0.15, 0.2, 0.3, 0.4, 0.5, 0.75,
-                1.0, 2.5
+                1.0, 2.5, 5.0, 7.5, 10.0, 20.0, 40.0, 80.0
             ])
 
         # Request stats
         #   Latency
         request_latency_buckets = [
             0.3, 0.5, 0.8, 1.0, 1.5, 2.0, 2.5, 5.0, 10.0, 15.0, 20.0, 30.0,
-            40.0, 50.0, 60.0
+            40.0, 50.0, 60.0, 120.0, 240.0, 480.0, 960.0, 1920.0, 7680.0
         ]
         self.histogram_e2e_time_request = self._histogram_cls(
             name="vllm:e2e_request_latency_seconds",
diff --git a/vllm/v1/metrics/loggers.py b/vllm/v1/metrics/loggers.py
index 73883d9a..3959be40 100644
--- a/vllm/v1/metrics/loggers.py
+++ b/vllm/v1/metrics/loggers.py
@@ -239,7 +239,8 @@ class PrometheusStatLogger(StatLoggerBase):
                 documentation="Histogram of time to first token in seconds.",
                 buckets=[
                     0.001, 0.005, 0.01, 0.02, 0.04, 0.06, 0.08, 0.1, 0.25, 0.5,
-                    0.75, 1.0, 2.5, 5.0, 7.5, 10.0
+                    0.75, 1.0, 2.5, 5.0, 7.5, 10.0, 20.0, 40.0, 80.0, 160.0,
+                    640.0, 2560.0
                 ],
                 labelnames=labelnames).labels(*labelvalues)
 
@@ -249,13 +250,13 @@ class PrometheusStatLogger(StatLoggerBase):
                 documentation="Histogram of time per output token in seconds.",
                 buckets=[
                     0.01, 0.025, 0.05, 0.075, 0.1, 0.15, 0.2, 0.3, 0.4, 0.5,
-                    0.75, 1.0, 2.5
+                    0.75, 1.0, 2.5, 5.0, 7.5, 10.0, 20.0, 40.0, 80.0
                 ],
                 labelnames=labelnames).labels(*labelvalues)
 
         request_latency_buckets = [
             0.3, 0.5, 0.8, 1.0, 1.5, 2.0, 2.5, 5.0, 10.0, 15.0, 20.0, 30.0,
-            40.0, 50.0, 60.0
+            40.0, 50.0, 60.0, 120.0, 240.0, 480.0, 960.0, 1920.0, 7680.0
         ]
         self.histogram_e2e_time_request = \
             prometheus_client.Histogram(