diff --git a/tests/mlmodel_openai/conftest.py b/tests/mlmodel_openai/conftest.py
new file mode 100644
index 000000000..f12967fa1
--- /dev/null
+++ b/tests/mlmodel_openai/conftest.py
@@ -0,0 +1,92 @@
+# 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 000000000..5830c145b
--- /dev/null
+++ b/tests/mlmodel_openai/test_chat_completion.py
@@ -0,0 +1,45 @@
+# 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 000000000..e4265a410
--- /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