diff --git a/README.md b/README.md
index 490e82f6..71349dc9 100644
--- a/README.md
+++ b/README.md
@@ -97,6 +97,7 @@ Cybersecurity AI (CAI) is a lightweight, open-source framework that empowers sec
   - [:rocket: Quickstart](#rocket-quickstart)
     - [Environment Variables](#environment-variables)
     - [OpenRouter Integration](#openrouter-integration)
+    - [Azure OpenAI](#azure-openai)
     - [MCP](#mcp)
   - [Development](#development)
     - [Contributions](#contributions)
@@ -192,6 +193,7 @@ Cybersecurity AI is a critical field, yet many groups are misguidedly pursuing i
 - [CrackenAGI](https://cracken.ai/)
 - [ETHIACK](https://ethiack.com/)
 - [Horizon3](https://horizon3.ai/)
+- [Irregular](https://www.irregular.com/)
 - [Kindo](https://www.kindo.ai/)
 - [Lakera](https://lakera.ai)
 - [Mindfort](www.mindfort.ai)