diff --git a/README.md b/README.md
index e95be65e..b2ec3780 100644
--- a/README.md
+++ b/README.md
@@ -24,7 +24,7 @@ Say goodbye to time-consuming manual searches, and let <strong><a href="https://
 ### Production Support / Help for companies: 
 
 We're eager to provide personalized assistance when deploying your DocsGPT to a live environment.
-- [Get Support 👋](https://airtable.com/appdeaL0F1qV8Bl2C/shrrJF1Ll7btCJRbP)
+- [Get Support 👋](https://cal.com/arc53/docsgpt-demo-b2b)
 - [Send Email ✉️](mailto:contact@arc53.com?subject=DocsGPT%20support%2Fsolutions)
   
 ### [🎉 Join the Hacktoberfest with DocsGPT and Earn a Free T-shirt! 🎉](https://github.com/arc53/DocsGPT/blob/main/HACKTOBERFEST.md)
@@ -54,17 +54,20 @@ If you don't have enough resources to run it, you can use bitsnbytes to quantize
 
 
 ## Useful links
- [Live preview](https://docsgpt.arc53.com/)
+
+ - 🔍🔥 [Live preview](https://docsgpt.arc53.com/)
  
- [Join our Discord](https://discord.gg/n5BX8dh8rU)
+ - 💬🎉[Join our Discord](https://discord.gg/n5BX8dh8rU)
  
- [Guides](https://docs.docsgpt.co.uk/)
+ - 📚😎 [Guides](https://docs.docsgpt.co.uk/)
 
- [Interested in contributing?](https://github.com/arc53/DocsGPT/blob/main/CONTRIBUTING.md)
+ - 👩‍💻👨‍💻 [Interested in contributing?](https://github.com/arc53/DocsGPT/blob/main/CONTRIBUTING.md)
+
+ - 🗂️🚀 [How to use any other documentation](https://docs.docsgpt.co.uk/Guides/How-to-train-on-other-documentation)
+
+ - 🏠🔐  [How to host it locally (so all data will stay on-premises)](https://docs.docsgpt.co.uk/Guides/How-to-use-different-LLM)
 
- [How to use any other documentation](https://docs.docsgpt.co.uk/Guides/How-to-train-on-other-documentation)
 
- [How to host it locally (so all data will stay on-premises)](https://docs.docsgpt.co.uk/Guides/How-to-use-different-LLM)
 
 
 ## Project structure
diff --git a/docs/pages/Developing/API-docs.md b/docs/pages/Developing/API-docs.md
index 1b908a8b..099a9426 100644
--- a/docs/pages/Developing/API-docs.md
+++ b/docs/pages/Developing/API-docs.md
@@ -104,7 +104,7 @@ fetch("http://localhost:5001/api/task_status?task_id=b2d2a0f4-387c-44fd-a443-e4f
 
 Responses:
 There are two types of responses:
-1. While task is still running, where "current" will show progress from 0 to 100
+1. While task is still running, where "current" will show progress from 0 to 100:
 ```json
 {
   "result": {
@@ -114,7 +114,7 @@ There are two types of responses:
 }
 ```
 
-2. When task is completed
+2. When task is completed:
 ```json
 {
   "result": {
@@ -133,7 +133,7 @@ There are two types of responses:
 ```
 
 ### /api/delete_old
-Deletes old vectorstores:
+Deletes old Vector stores:
 ```js
 // Task status (GET http://127.0.0.1:5000/api/docs_check)
 fetch("http://localhost:5001/api/task_status?task_id=b2d2a0f4-387c-44fd-a443-e4fe2e7454d1", {
diff --git a/docs/pages/Guides/My-AI-answers-questions-using-external-knowledge.md b/docs/pages/Guides/My-AI-answers-questions-using-external-knowledge.md
index fb15835f..a546116e 100644
--- a/docs/pages/Guides/My-AI-answers-questions-using-external-knowledge.md
+++ b/docs/pages/Guides/My-AI-answers-questions-using-external-knowledge.md
@@ -1,10 +1,10 @@
-If your AI uses external knowledge and is not explicit enough, it is ok, because we try to make docsgpt friendly.
+If your AI uses external knowledge and is not explicit enough, it is ok, because we try to make DocsGPT friendly.
 
-But if you want to adjust it, here is a simple way.
+But if you want to adjust it, here is a simple way:-
 
-Got to `application/prompts/chat_combine_prompt.txt`
+- Got to `application/prompts/chat_combine_prompt.txt`
 
-And change it to
+- And change it to
 
 
 ```