diff --git a/docs/12 - OpenAI API.md b/docs/12 - OpenAI API.md
index 120af127..17c83a3d 100644
--- a/docs/12 - OpenAI API.md	
+++ b/docs/12 - OpenAI API.md	
@@ -45,7 +45,7 @@ openai-debug: 1
 
 ### Examples
 
-For the documentation with all the parameters, consult `http://127.0.0.1:5000/docs` or the [typing.py](https://github.com/oobabooga/text-generation-webui/blob/main/extensions/openai/typing.py) file.
+For the documentation with all the parameters and their types, consult `http://127.0.0.1:5000/docs` or the [typing.py](https://github.com/oobabooga/text-generation-webui/blob/main/extensions/openai/typing.py) file.
 
 The official examples in the [OpenAI documentation](https://platform.openai.com/docs/api-reference) should also work, and the same parameters apply (although the API here has more optional parameters).
 
@@ -181,7 +181,7 @@ while True:
     print()
 ```
 
-### Python completions example with streaming
+#### Python completions example with streaming
 
 Start the script with `python -u` to see the output in real time.
 
@@ -216,8 +216,7 @@ for event in client.events():
 print()
 ```
 
-### Client Application Setup
-
+### Third-party application setup
 
 You can usually force an application that uses the OpenAI API to connect to the local API by using the following environment variables:
 
@@ -229,18 +228,18 @@ or
 
 ```shell
 OPENAI_API_KEY=sk-111111111111111111111111111111111111111111111111
-OPENAI_API_BASE=http://127.0.0.1:500/v1
+OPENAI_API_BASE=http://127.0.0.1:5000/v1
 ```
 
-With the [official python openai client](https://github.com/openai/openai-python), set the `OPENAI_API_BASE` environment variables:
+With the [official python openai client](https://github.com/openai/openai-python), the address can be set like this:
 
 ```shell
-# Sample .env file:
-OPENAI_API_KEY=sk-111111111111111111111111111111111111111111111111
-OPENAI_API_BASE=http://0.0.0.0:5001/v1
-```
+import openai
 
-If needed, replace 127.0.0.1 with the IP/port of your server.
+openai.api_key = "..."
+openai.api_base = "http://127.0.0.1:5000/v1"
+openai.api_version = "2023-05-15"
+```
 
 If using .env files to save the `OPENAI_API_BASE` and `OPENAI_API_KEY` variables, make sure the .env file is loaded before the openai module is imported:
 
@@ -284,35 +283,10 @@ In short, the all-MiniLM-L6-v2 model is 5x faster, 5x smaller ram, 2x smaller st
 
 Warning: You cannot mix embeddings from different models even if they have the same dimensions. They are not comparable.
 
-### API Documentation & Examples
-
-The OpenAI API is well documented, you can view the documentation here: https://platform.openai.com/docs/api-reference
-
-Examples of how to use the Completions API in Python can be found here: https://platform.openai.com/examples
-Not all of them will work with all models unfortunately, See the notes on Models for how to get the best results.
-
-Here is a simple python example.
-
-```python
-import os
-os.environ['OPENAI_API_KEY']="sk-111111111111111111111111111111111111111111111111"
-os.environ['OPENAI_API_BASE']="http://0.0.0.0:5001/v1"
-import openai
-
-response = openai.ChatCompletion.create(
-  model="x",
-  messages = [{ 'role': 'system', 'content': "Answer in a consistent style." },
-    {'role': 'user', 'content': "Teach me about patience."},
-    {'role': 'assistant', 'content': "The river that carves the deepest valley flows from a modest spring; the grandest symphony originates from a single note; the most intricate tapestry begins with a solitary thread."},
-    {'role': 'user', 'content': "Teach me about the ocean."},
-  ]
-)
-text = response['choices'][0]['message']['content']
-print(text)
-```
-
 ### Compatibility & not so compatibility
 
+Note: the table below may be obsolete.
+
 | API endpoint              | tested with                        | notes                                                                       |
 | ------------------------- | ---------------------------------- | --------------------------------------------------------------------------- |
 | /v1/chat/completions      | openai.ChatCompletion.create()     | Use it with instruction following models                                    |
@@ -335,11 +309,12 @@ print(text)
 | /v1/fine-tunes\*          | openai.FineTune.\*                 | not yet supported                                                           |
 | /v1/search                | openai.search, engines.search      | not yet supported                                                           |
 
-
 #### Applications
 
 Almost everything needs the `OPENAI_API_KEY` and `OPENAI_API_BASE` environment variable set, but there are some exceptions.
 
+Note: the table below may be obsolete.
+
 | Compatibility | Application/Library    | Website                                                                        | Notes                                                                                                                                                                                                        |
 | ------------- | ---------------------- | ------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
 | ✅❌          | openai-python (v0.25+) | https://github.com/openai/openai-python                                        | only the endpoints from above are working. OPENAI_API_BASE=http://127.0.0.1:5001/v1                                                                                                                          |