diff --git a/README.md b/README.md
index 39de539..67e7742 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,80 @@
-# openai
+# ChatBot with OpenAI
+
+*author: Jael, Yuchen*
+
+<br />
+
+## Description
+
+A chat-bot operator returns answer in text given input text.
+This operator is implemented with GPT models from [OpenAI](https://platform.openai.com/docs/guides/embeddings).
+Please note you need an [OpenAI API key](https://platform.openai.com/account/api-keys) to access OpenAI.
+
+<br />
+
+## Code Example
+
+Use the default model to answer the question "Who are you?".
+
+*Write a pipeline with explicit inputs/outputs name specifications:*
+
+```python
+from towhee.dc2 import pipe, ops, DataCollection
+
+p = (
+    pipe.input('question')
+        .map('question', 'answer', 
+             ops.chatbot.openai(api_key=OPENAI_API_KEY))
+        .output('question', 'answer')
+)
+
+DataCollection(p('Who are you?')).show()
+```
+
+<br />
+
+## Factory Constructor
+
+Create the operator via the following factory method:
+
+***chatbot.openai(model_name: str, api_key: str)***
+
+**Parameters:**
+
+***model_name***: *str*
+
+The model name in string, defaults to 'text-davinci-003'. Supported model names:
+- text-davinci-003
+
+***api_key***: *str=None*
+
+The OpenAI API key in string, defaults to None.
+
+<br />
+
+## Interface
+
+The operator takes a piece of text in string as input.
+It returns a text emabedding in numpy.ndarray.
+
+***\_\_call\_\_(txt)***
+
+**Parameters:**
+
+***text***: *str*
+
+​	The text in string.
+
+**Returns**:
+
+*answer: str*
+
+​	The answer in string generated by model.
+
+<br />
+
+***supported_model_names()***
+
+Get a list of supported model names.
+
 
diff --git a/__init__.py b/__init__.py
new file mode 100644
index 0000000..e79c5ce
--- /dev/null
+++ b/__init__.py
@@ -0,0 +1,5 @@
+from .openai_qa import OpenaiQA
+
+
+def openai(*args, **kwargs):
+    return OpenaiQA(*args, **kwargs)
diff --git a/openai_qa.py b/openai_qa.py
new file mode 100644
index 0000000..3b9826c
--- /dev/null
+++ b/openai_qa.py
@@ -0,0 +1,51 @@
+# Copyright 2021 Zilliz. All rights reserved.
+#
+# 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.
+
+
+from openai import Embedding
+from tenacity import retry, stop_after_attempt, wait_random_exponential
+from towhee.operator.base import PyOperator
+
+
+class OpenaiEmbeding(PyOperator):
+    def __init__(self, model_name='text-davinci-003', api_key=None):
+        self._engine = model_name
+        self._api_key = api_key
+
+    # @retry(wait=wait_random_exponential(min=1, max=20), stop=stop_after_attempt(6))
+    def _call(self, prompt):
+        prompt = prompt.replace("\n", " ")
+        response = openai.Completion.create(
+            api_key=self._api_key,
+            engine=self._engine,
+            prompt=prompt,
+            max_tokens=1024,
+            n=1,
+            stop=None,
+            temperature=0.7,
+        )
+        answer = response.choices[0].text.strip()
+        return answer
+
+    def __call__(self, prompt):
+        return self._call(prompt)
+
+    @staticmethod
+    def supported_model_names():
+        model_list = [
+            'text-davinci-003',
+        ]
+        model_list.sort()
+        return model_list
+