diff --git a/services/inference/uv.lock b/services/inference/uv.lock
index 14d10848..714b5b35 100644
--- a/services/inference/uv.lock
+++ b/services/inference/uv.lock
@@ -394,9 +394,11 @@ dependencies = [
     { name = "fastapi" },
     { name = "filelock" },
     { name = "huggingface-hub" },
+    { name = "prometheus-fastapi-instrumentator" },
     { name = "pydantic-settings" },
     { name = "requests" },
     { name = "rustbpe" },
+    { name = "structlog" },
     { name = "tiktoken" },
     { name = "tokenizers" },
     { name = "torch", version = "2.9.1", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform == 'darwin'" },
@@ -416,9 +418,11 @@ requires-dist = [
     { name = "fastapi", specifier = ">=0.117.1" },
     { name = "filelock", specifier = ">=3.18.0" },
     { name = "huggingface-hub", specifier = ">=0.35.0" },
+    { name = "prometheus-fastapi-instrumentator", specifier = ">=7.0.0" },
     { name = "pydantic-settings", specifier = ">=2.10.1" },
     { name = "requests", specifier = ">=2.32.0" },
     { name = "rustbpe", specifier = ">=0.1.0" },
+    { name = "structlog", specifier = ">=24.4.0" },
     { name = "tiktoken", specifier = ">=0.11.0" },
     { name = "tokenizers", specifier = ">=0.22.0" },
     { name = "torch", specifier = "==2.9.1", index = "https://download.pytorch.org/whl/cpu" },
@@ -520,6 +524,28 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" },
 ]
 
+[[package]]
+name = "prometheus-client"
+version = "0.25.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/1b/fb/d9aa83ffe43ce1f19e557c0971d04b90561b0cfd50762aafb01968285553/prometheus_client-0.25.0.tar.gz", hash = "sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28", size = 86035, upload-time = "2026-04-09T19:53:42.359Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/8d/9b/d4b1e644385499c8346fa9b622a3f030dce14cd6ef8a1871c221a17a67e7/prometheus_client-0.25.0-py3-none-any.whl", hash = "sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1", size = 64154, upload-time = "2026-04-09T19:53:41.324Z" },
+]
+
+[[package]]
+name = "prometheus-fastapi-instrumentator"
+version = "7.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "prometheus-client" },
+    { name = "starlette" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/69/6d/24d53033cf93826aa7857699a4450c1c67e5b9c710e925b1ed2b320c04df/prometheus_fastapi_instrumentator-7.1.0.tar.gz", hash = "sha256:be7cd61eeea4e5912aeccb4261c6631b3f227d8924542d79eaf5af3f439cbe5e", size = 20220, upload-time = "2025-03-19T19:35:05.351Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/27/72/0824c18f3bc75810f55dacc2dd933f6ec829771180245ae3cc976195dec0/prometheus_fastapi_instrumentator-7.1.0-py3-none-any.whl", hash = "sha256:978130f3c0bb7b8ebcc90d35516a6fe13e02d2eb358c8f83887cdef7020c31e9", size = 19296, upload-time = "2025-03-19T19:35:04.323Z" },
+]
+
 [[package]]
 name = "pydantic"
 version = "2.13.1"
@@ -887,15 +913,24 @@ wheels = [
 
 [[package]]
 name = "starlette"
-version = "1.0.0"
+version = "0.52.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/81/69/17425771797c36cded50b7fe44e850315d039f28b15901ab44839e70b593/starlette-1.0.0.tar.gz", hash = "sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149", size = 2655289, upload-time = "2026-03-22T18:29:46.779Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c4/68/79977123bb7be889ad680d79a40f339082c1978b5cfcf62c2d8d196873ac/starlette-0.52.1.tar.gz", hash = "sha256:834edd1b0a23167694292e94f597773bc3f89f362be6effee198165a35d62933", size = 2653702, upload-time = "2026-01-18T13:34:11.062Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/81/0d/13d1d239a25cbfb19e740db83143e95c772a1fe10202dda4b76792b114dd/starlette-0.52.1-py3-none-any.whl", hash = "sha256:0029d43eb3d273bc4f83a08720b4912ea4b071087a3b48db01b7c839f7954d74", size = 74272, upload-time = "2026-01-18T13:34:09.188Z" },
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+[[package]]
+name = "structlog"
+version = "25.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ef/52/9ba0f43b686e7f3ddfeaa78ac3af750292662284b3661e91ad5494f21dbc/structlog-25.5.0.tar.gz", hash = "sha256:098522a3bebed9153d4570c6d0288abf80a031dfdb2048d59a49e9dc2190fc98", size = 1460830, upload-time = "2025-10-27T08:28:23.028Z" }
+wheels = [
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