diff --git a/agenta-backend/agenta_backend/models/api/evaluation_model.py b/agenta-backend/agenta_backend/models/api/evaluation_model.py
index 913f00c500..44f3ed500d 100644
--- a/agenta-backend/agenta_backend/models/api/evaluation_model.py
+++ b/agenta-backend/agenta_backend/models/api/evaluation_model.py
@@ -2,7 +2,7 @@
 from datetime import datetime
 from typing import Optional, List, Dict, Any, Union

-from pydantic import BaseModel, Field, model_validator
+from pydantic import BaseModel, Field, model_validator, field_validator

 from agenta_backend.utils import traces
 from agenta_backend.models.api.api_models import Result
@@ -293,9 +293,15 @@ class NewEvaluation(BaseModel):
     evaluators_configs: List[str]
     testset_id: str
     rate_limit: LLMRunRateLimit
-    lm_providers_keys: Optional[Dict[LMProvidersEnum, str]] = None
+    lm_providers_keys: Optional[Dict[str, str]] = None
     correct_answer_column: Optional[str] = None

+    @field_validator("lm_providers_keys", mode="after")
+    def validate_lm_providers_keys(cls, value):
+        if value is not None:
+            return {LMProvidersEnum(key): v for key, v in value.items()}
+        return value
+

 class NewEvaluatorConfig(BaseModel):
     app_id: str
diff --git a/agenta-backend/agenta_backend/services/llm_apps_service.py b/agenta-backend/agenta_backend/services/llm_apps_service.py
index d8ce93cb5e..93a17d3d54 100644
--- a/agenta-backend/agenta_backend/services/llm_apps_service.py
+++ b/agenta-backend/agenta_backend/services/llm_apps_service.py
@@ -58,12 +58,24 @@ def extract_result_from_response(response: dict):
             if "tree" in response:
                 trace_tree = response.get("tree", {}).get("nodes", [])[0]

-                latency = (
-                    get_nested_value(
-                        trace_tree, ["metrics", "acc", "duration", "total"]
-                    )
-                    / 1000
+                duration_ms = get_nested_value(
+                    trace_tree, ["metrics", "acc", "duration", "total"]
                 )
+                if duration_ms:
+                    duration_seconds = duration_ms / 1000
+                else:
+                    start_time = get_nested_value(trace_tree, ["time", "start"])
+                    end_time = get_nested_value(trace_tree, ["time", "end"])
+
+                    if start_time and end_time:
+                        duration_seconds = (
+                            datetime.fromisoformat(end_time)
+                            - datetime.fromisoformat(start_time)
+                        ).total_seconds()
+                    else:
+                        duration_seconds = None
+
+                latency = duration_seconds
                 cost = get_nested_value(
                     trace_tree, ["metrics", "acc", "costs", "total"]
                 )
diff --git a/agenta-backend/agenta_backend/tasks/evaluations.py b/agenta-backend/agenta_backend/tasks/evaluations.py
index d2fe0d014c..5ea792d084 100644
--- a/agenta-backend/agenta_backend/tasks/evaluations.py
+++ b/agenta-backend/agenta_backend/tasks/evaluations.py
@@ -283,6 +283,8 @@ def evaluate(
             ]

             # 4. We save the result of the eval scenario in the db
+            print("============ App Output ============: ", app_output.result.value)
+
             loop.run_until_complete(
                 create_new_evaluation_scenario(
                     project_id=project_id,
diff --git a/agenta-backend/poetry.lock b/agenta-backend/poetry.lock
index 977d30d5fe..f4115a15eb 100644
--- a/agenta-backend/poetry.lock
+++ b/agenta-backend/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.

 [[package]]
 name = "aioboto3"
@@ -68,125 +68,111 @@ files = [

 [[package]]
 name = "aiohttp"
-version = "3.10.10"
+version = "3.11.8"
 description = "Async http client/server framework (asyncio)"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 [package.dependencies]
 aiohappyeyeballs = ">=2.3.0"
 aiosignal = ">=1.1.2"
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 [package.extras]
 speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]

 [[package]]
 name = "aiohttp-retry"
-version = "2.9.1"
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@@ -260,13 +246,13 @@ tz = ["backports.zoneinfo"]

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 [[package]]
 name = "distro"
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 [[package]]
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+    {file = "pydantic_core-2.27.1.tar.gz", hash = "sha256:62a763352879b84aa31058fc931884055fd75089cccbd9d58bb6afd01141b235"},
 ]

 [package.dependencies]
@@ -2632,13 +2630,13 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"

 [[package]]
 name = "pyjwt"
-version = "2.9.0"
+version = "2.10.1"
 description = "JSON Web Token implementation in Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "PyJWT-2.9.0-py3-none-any.whl", hash = "sha256:3b02fb0f44517787776cf48f2ae25d8e14f300e6d7545a4315cee571a415e850"},
-    {file = "pyjwt-2.9.0.tar.gz", hash = "sha256:7e1e5b56cc735432a7369cbfa0efe50fa113ebecdc04ae6922deba8b84582d0c"},
+    {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"},
+    {file = "pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953"},
 ]

 [package.dependencies]
@@ -2731,6 +2729,20 @@ snappy = ["python-snappy"]
 test = ["pytest (>=8.2)", "pytest-asyncio (>=0.24.0)"]
 zstd = ["zstandard"]

+[[package]]
+name = "pyotp"
+version = "2.9.0"
+description = "Python One Time Password Library"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pyotp-2.9.0-py3-none-any.whl", hash = "sha256:81c2e5865b8ac55e825b0358e496e1d9387c811e85bb40e71a3b29b288963612"},
+    {file = "pyotp-2.9.0.tar.gz", hash = "sha256:346b6642e0dbdde3b4ff5a930b664ca82abfa116356ed48cc42c7d6590d36f63"},
+]
+
+[package.extras]
+test = ["coverage", "mypy", "ruff", "wheel"]
+
 [[package]]
 name = "pytest"
 version = "7.4.4"
@@ -3349,13 +3361,13 @@ pyasn1 = ">=0.1.3"

 [[package]]
 name = "s3transfer"
-version = "0.10.3"
+version = "0.10.4"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "s3transfer-0.10.3-py3-none-any.whl", hash = "sha256:263ed587a5803c6c708d3ce44dc4dfedaab4c1a32e8329bab818933d79ddcf5d"},
-    {file = "s3transfer-0.10.3.tar.gz", hash = "sha256:4f50ed74ab84d474ce614475e0b8d5047ff080810aac5d01ea25231cfc944b0c"},
+    {file = "s3transfer-0.10.4-py3-none-any.whl", hash = "sha256:244a76a24355363a68164241438de1b72f8781664920260c48465896b712a41e"},
+    {file = "s3transfer-0.10.4.tar.gz", hash = "sha256:29edc09801743c21eb5ecbc617a152df41d3c287f67b615f73e5f750583666a7"},
 ]

 [package.dependencies]
@@ -3381,13 +3393,13 @@ starkbank-ecdsa = ">=2.0.1"

 [[package]]
 name = "sentry-sdk"
-version = "2.18.0"
+version = "2.19.0"
 description = "Python client for Sentry (https://sentry.io)"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "sentry_sdk-2.18.0-py2.py3-none-any.whl", hash = "sha256:ee70e27d1bbe4cd52a38e1bd28a5fadb9b17bc29d91b5f2b97ae29c0a7610442"},
-    {file = "sentry_sdk-2.18.0.tar.gz", hash = "sha256:0dc21febd1ab35c648391c664df96f5f79fb0d92d7d4225cd9832e53a617cafd"},
+    {file = "sentry_sdk-2.19.0-py2.py3-none-any.whl", hash = "sha256:7b0b3b709dee051337244a09a30dbf6e95afe0d34a1f8b430d45e0982a7c125b"},
+    {file = "sentry_sdk-2.19.0.tar.gz", hash = "sha256:ee4a4d2ae8bfe3cac012dcf3e4607975904c137e1738116549fc3dbbb6ff0e36"},
 ]

 [package.dependencies]
@@ -3414,7 +3426,7 @@ grpcio = ["grpcio (>=1.21.1)", "protobuf (>=3.8.0)"]
 http2 = ["httpcore[http2] (==1.*)"]
 httpx = ["httpx (>=0.16.0)"]
 huey = ["huey (>=2)"]
-huggingface-hub = ["huggingface-hub (>=0.22)"]
+huggingface-hub = ["huggingface_hub (>=0.22)"]
 langchain = ["langchain (>=0.0.210)"]
 launchdarkly = ["launchdarkly-server-sdk (>=9.8.0)"]
 litestar = ["litestar (>=2.0.0)"]
@@ -3423,7 +3435,7 @@ openai = ["openai (>=1.0.0)", "tiktoken (>=0.3.0)"]
 openfeature = ["openfeature-sdk (>=0.7.1)"]
 opentelemetry = ["opentelemetry-distro (>=0.35b0)"]
 opentelemetry-experimental = ["opentelemetry-distro"]
-pure-eval = ["asttokens", "executing", "pure-eval"]
+pure-eval = ["asttokens", "executing", "pure_eval"]
 pymongo = ["pymongo (>=3.1)"]
 pyspark = ["pyspark (>=2.4.4)"]
 quart = ["blinker (>=1.1)", "quart (>=0.16.1)"]
@@ -3580,13 +3592,13 @@ files = [

 [[package]]
 name = "starlette"
-version = "0.41.2"
+version = "0.41.3"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "starlette-0.41.2-py3-none-any.whl", hash = "sha256:fbc189474b4731cf30fcef52f18a8d070e3f3b46c6a04c97579e85e6ffca942d"},
-    {file = "starlette-0.41.2.tar.gz", hash = "sha256:9834fd799d1a87fd346deb76158668cfa0b0d56f85caefe8268e2d97c3468b62"},
+    {file = "starlette-0.41.3-py3-none-any.whl", hash = "sha256:44cedb2b7c77a9de33a8b74b2b90e9f50d11fcf25d8270ea525ad71a25374ff7"},
+    {file = "starlette-0.41.3.tar.gz", hash = "sha256:0e4ab3d16522a255be6b28260b938eae2482f98ce5cc934cb08dce8dc3ba5835"},
 ]

 [package.dependencies]
@@ -3598,34 +3610,35 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7

 [[package]]
 name = "supertokens-python"
-version = "0.24.4"
+version = "0.26.1"
 description = "SuperTokens SDK for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "supertokens_python-0.26.1-py3-none-any.whl", hash = "sha256:e474564b2a05b311847a9887d7716e5a2ded2ead5072b3a5269109629f4c2187"},
+    {file = "supertokens_python-0.26.1.tar.gz", hash = "sha256:c33a82a5a1b8b9e0ac8b5639c7e43fff819bf62952abf23b266512a14c08be90"},
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-Deprecated = "1.2.13"
-httpx = ">=0.15.0,<=0.26.0"
-phonenumbers = "8.13.47"
-pkce = "1.0.3"
-pycryptodome = "==3.10.*"
+Deprecated = "<1.3.0"
+httpx = ">=0.15.0,<=0.27.2"
+phonenumbers = "<9"
+pkce = "<1.1.0"
+pycryptodome = "<3.21.0"
 PyJWT = {version = ">=2.5.0,<3.0.0", extras = ["crypto"]}
-tldextract = "3.1.0"
-twilio = "9.3.3"
+pyotp = "<3"
+tldextract = "<5.1.3"
+twilio = "<10"
 typing-extensions = ">=4.1.1,<5.0.0"

 [package.extras]
-django = ["django (>=3)", "django-cors-headers (==3.11.0)", "django-stubs (==1.9.0)", "python-dotenv (==0.19.2)", "uvicorn (==0.18.2)"]
-django2x = ["django (>=2,<3)", "django-cors-headers (==3.11.0)", "django-stubs (==1.9.0)", "gunicorn (==20.1.0)", "python-dotenv (==0.19.2)"]
-drf = ["adrf", "django (>=4)", "django-cors-headers (==3.11.0)", "django-stubs (==1.9.0)", "djangorestframework", "gunicorn (==20.1.0)", "python-dotenv (==0.19.2)", "tzdata (==2021.5)", "uvicorn (==0.18.2)"]
-fastapi = ["Fastapi", "python-dotenv (==0.19.2)", "respx (==0.19.2)", "uvicorn (==0.18.2)"]
-flask = ["Flask", "flask-cors", "python-dotenv (==0.19.2)"]
+django = ["django (>=3)", "django-cors-headers", "django-stubs", "python-dotenv (==1.0.1)", "uvicorn"]
+django2x = ["django (>=2,<3)", "django-cors-headers (==3.11.0)", "django-stubs (==1.9.0)", "gunicorn", "python-dotenv (==1.0.1)"]
+drf = ["adrf", "django (>=4)", "django-cors-headers", "django-stubs", "djangorestframework", "gunicorn", "python-dotenv (==1.0.1)", "tzdata", "uvicorn"]
+fastapi = ["fastapi", "python-dotenv (==1.0.1)", "respx (==0.21.1)", "uvicorn"]
+flask = ["flask", "flask-cors", "python-dotenv (==1.0.1)"]

 [[package]]
 name = "tiktoken"
@@ -3676,13 +3689,13 @@ blobfile = ["blobfile (>=2)"]

 [[package]]
 name = "tldextract"
-version = "3.1.0"
-description = "Accurately separate the TLD from the registered domain and subdomains of a URL, using the Public Suffix List. By default, this includes the public ICANN TLDs and their exceptions. You can optionally support the Public Suffix List's private domains as well."
+version = "5.1.2"
+description = "Accurately separates a URL's subdomain, domain, and public suffix, using the Public Suffix List (PSL). By default, this includes the public ICANN TLDs and their exceptions. You can optionally support the Public Suffix List's private domains as well."
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 files = [
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+    {file = "tldextract-5.1.2-py3-none-any.whl", hash = "sha256:4dfc4c277b6b97fa053899fcdb892d2dc27295851ab5fac4e07797b6a21b2e46"},
+    {file = "tldextract-5.1.2.tar.gz", hash = "sha256:c9e17f756f05afb5abac04fe8f766e7e70f9fe387adb1859f0f52408ee060200"},
 ]

 [package.dependencies]
@@ -3691,125 +3704,32 @@ idna = "*"
 requests = ">=2.1.0"
 requests-file = ">=1.4"

+[package.extras]
+release = ["build", "twine"]
+testing = ["black", "mypy", "pytest", "pytest-gitignore", "pytest-mock", "responses", "ruff", "syrupy", "tox", "types-filelock", "types-requests"]
+
 [[package]]
 name = "tokenizers"
-version = "0.20.3"
+version = "0.21.0"
 description = ""
 optional = false
 python-versions = ">=3.7"
 files = [
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 notebook = ["ipywidgets (>=6)"]
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@@ -3865,18 +3815,18 @@ telegram = ["requests"]

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 ]

 [package.dependencies]
@@ -4285,13 +4230,13 @@ propcache = ">=0.2.0"

 [[package]]
 name = "zipp"
-version = "3.20.2"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]

 [package.extras]
@@ -4305,4 +4250,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0"
-content-hash = "0014a9e273803ab1ae26c3fae4c86bba7e4876ad8e617af89a7ce863ecc67535"
+content-hash = "f92ef5ed2de1805d0ba8be7f70cf6fcb39d4f30a2e1cf8fb001ebe1b5cf8e439"
diff --git a/agenta-backend/pyproject.toml b/agenta-backend/pyproject.toml
index 4e592b15d5..8c88f564ac 100644
--- a/agenta-backend/pyproject.toml
+++ b/agenta-backend/pyproject.toml
@@ -41,7 +41,7 @@ tqdm = "^4.66.6"
 alembic = "^1.13.2"
 numpy = "1.26.3"
 autoevals = "^0.0.83"
-supertokens-python = "^0.24.2"
+supertokens-python = "^0.26.1"
 protobuf = "^4.25.4"
 litellm ="^1.48.0"