diff --git a/tests/mlmodel_openai/conftest.py b/tests/mlmodel_openai/conftest.py
new file mode 100644
index 0000000000..b228cfbe48
--- /dev/null
+++ b/tests/mlmodel_openai/conftest.py
@@ -0,0 +1,81 @@
+# Copyright 2010 New Relic, Inc.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import pytest
+from openai.util import convert_to_openai_object
+from testing_support.fixtures import (  # noqa: F401, pylint: disable=W0611
+    collector_agent_registration_fixture,
+    collector_available_fixture,
+)
+
+_default_settings = {
+    "transaction_tracer.explain_threshold": 0.0,
+    "transaction_tracer.transaction_threshold": 0.0,
+    "transaction_tracer.stack_trace_threshold": 0.0,
+    "debug.log_data_collector_payloads": True,
+    "debug.record_transaction_failure": True,
+    "ml_insights_event.enabled": True,
+}
+collector_agent_registration = collector_agent_registration_fixture(
+    app_name="Python Agent Test (mlmodel_openai)",
+    default_settings=_default_settings,
+    linked_applications=["Python Agent Test (mlmodel_openai)"],
+)
+
+
+@pytest.fixture(autouse=True)
+def openai_chat_completion_dict():
+    return {
+        "choices": [
+            {
+                "finish_reason": "stop",
+                "index": 0,
+                "message": {"content": "212 degrees Fahrenheit is 100 degrees Celsius.", "role": "assistant"},
+            }
+        ],
+        "created": 1676917710,
+        "id": "some-test-id-123456789",
+        "model": "gpt-3.5-turbo-0613",
+        "object": "chat.completion",
+        "usage": {"completion_tokens": 7, "prompt_tokens": 3, "total_tokens": 10},
+    }
+
+
+@pytest.fixture(autouse=True)
+def openai_embedding_dict():
+    return {
+        "data": [
+            {
+                "embedding": [
+                    -0.006929283495992422,
+                    -0.005336422007530928,
+                ],
+                "index": 0,
+                "object": "embedding",
+            }
+        ],
+        "model": "text-embedding-ada-002",
+        "object": "list",
+        "usage": {"prompt_tokens": 5, "total_tokens": 5},
+    }
+
+
+@pytest.fixture(autouse=True)
+def openai_chat_completion_object(openai_chat_completion_dict):
+    return convert_to_openai_object(openai_chat_completion_dict)
+
+
+@pytest.fixture(autouse=True)
+def openai_embedding_object(openai_embedding_dict):
+    return convert_to_openai_object(openai_embedding_dict)
diff --git a/tests/mlmodel_openai/test_chat_completion.py b/tests/mlmodel_openai/test_chat_completion.py
new file mode 100644
index 0000000000..b0b19b5098
--- /dev/null
+++ b/tests/mlmodel_openai/test_chat_completion.py
@@ -0,0 +1,48 @@
+# Copyright 2010 New Relic, Inc.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import openai
+import pytest
+
+
+@pytest.fixture
+def run_openai_chat_completion_sync():
+    openai.ChatCompletion.create(
+        model="gpt-3.5-turbo",
+        messages=[
+            {"role": "system", "content": "You are a scientist."},
+            {"role": "user", "content": "What is the boiling point of water?"},
+            {"role": "assistant", "content": "The boiling point of water is 212 degrees Fahrenheit."},
+            {"role": "user", "content": "What is 212 degrees Fahrenheit converted to Celsius?"},
+        ],
+    )
+
+
+@pytest.fixture
+def run_openai_chat_completion_async():
+    openai.ChatCompletion.acreate(
+        model="gpt-3.5-turbo",
+        messages=[
+            {"role": "system", "content": "You are a scientist."},
+            {"role": "user", "content": "What is the boiling point of water?"},
+            {
+                "role": "assistant",
+                "content": "The boiling point of water is 212 degrees Fahrenheit or 100 degrees Celsius.",
+            },
+        ],
+    )
+
+
+def test_no_harm():
+    pass
diff --git a/tests/mlmodel_openai/test_embeddings.py b/tests/mlmodel_openai/test_embeddings.py
new file mode 100644
index 0000000000..e4265a4105
--- /dev/null
+++ b/tests/mlmodel_openai/test_embeddings.py
@@ -0,0 +1,30 @@
+# Copyright 2010 New Relic, Inc.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import openai
+import pytest
+
+
+@pytest.fixture
+def run_openai_embedding_sync():
+    embedding = openai.Embedding.create(input="This is a test.", model="text-embedding-ada-002")
+
+
+@pytest.fixture
+def run_openai_embedding_async():
+    embedding = openai.Embedding.acreate(input="This is a test.", model="text-embedding-ada-002")
+
+
+def test_no_harm():
+    pass
diff --git a/tox.ini b/tox.ini
index b142cd8403..ef7548cb55 100644
--- a/tox.ini
+++ b/tox.ini
@@ -140,6 +140,7 @@ envlist =
     python-framework_starlette-{py37,py38}-starlette{002001},
     python-framework_starlette-{py37,py38,py39,py310,py311,pypy38}-starlettelatest,
     python-framework_strawberry-{py37,py38,py39,py310,py311}-strawberrylatest,
+    python-mlmodel_openai-{py37,py38,py39,py310,py311,pypy38},
     python-logger_logging-{py27,py37,py38,py39,py310,py311,pypy27,pypy38},
     python-logger_loguru-{py37,py38,py39,py310,py311,pypy38}-logurulatest,
     python-logger_loguru-py39-loguru{06,05},
@@ -341,6 +342,7 @@ deps =
     framework_tornado: pycurl
     framework_tornado-tornadolatest: tornado
     framework_tornado-tornadomaster: https://github.com/tornadoweb/tornado/archive/master.zip
+    mlmodel_openai: openai
     logger_loguru-logurulatest: loguru
     logger_loguru-loguru06: loguru<0.7
     logger_loguru-loguru05: loguru<0.6
@@ -460,6 +462,7 @@ changedir =
     framework_starlette: tests/framework_starlette
     framework_strawberry: tests/framework_strawberry
     framework_tornado: tests/framework_tornado
+    mlmodel_openai: tests/mlmodel_openai
     logger_logging: tests/logger_logging
     logger_loguru: tests/logger_loguru
     logger_structlog: tests/logger_structlog