diff --git a/docs/my-website/docs/providers/azure_ai.md b/docs/my-website/docs/providers/azure_ai.md
index 60f7ecb2a5c..b1b5de5bb34 100644
--- a/docs/my-website/docs/providers/azure_ai.md
+++ b/docs/my-website/docs/providers/azure_ai.md
@@ -339,7 +339,7 @@ documents = [
 ]
 
 response = rerank(
-    model="azure_ai/rerank-english-v3.0",
+    model="azure_ai/cohere-rerank-v3.5",
     query=query,
     documents=documents,
     top_n=3,
@@ -362,9 +362,9 @@ model_list:
     litellm_params:
       model: together_ai/Salesforce/Llama-Rank-V1
       api_key: os.environ/TOGETHERAI_API_KEY
-  - model_name: rerank-english-v3.0
+  - model_name: cohere-rerank-v3.5
     litellm_params:
-      model: azure_ai/rerank-english-v3.0
+      model: azure_ai/cohere-rerank-v3.5
       api_key: os.environ/AZURE_AI_API_KEY
       api_base: os.environ/AZURE_AI_API_BASE
 ```
@@ -384,7 +384,7 @@ curl http://0.0.0.0:4000/rerank \
   -H "Authorization: Bearer sk-1234" \
   -H "Content-Type: application/json" \
   -d '{
-    "model": "rerank-english-v3.0",
+    "model": "cohere-rerank-v3.5",
     "query": "What is the capital of the United States?",
     "documents": [
         "Carson City is the capital city of the American state of Nevada.",
diff --git a/docs/my-website/docs/rerank.md b/docs/my-website/docs/rerank.md
index 171e7ae3255..c7c0b37a936 100644
--- a/docs/my-website/docs/rerank.md
+++ b/docs/my-website/docs/rerank.md
@@ -113,7 +113,7 @@ curl http://0.0.0.0:4000/rerank \
 |-------------|--------------------|
 | Cohere (v1 + v2 clients)      |   [Usage](#quick-start)                 |
 | Together AI|   [Usage](../docs/providers/togetherai)                 |  
-| Azure AI|   [Usage](../docs/providers/azure_ai)                 |  
+| Azure AI|   [Usage](../docs/providers/azure_ai#rerank-endpoint)                 |  
 | Jina AI|   [Usage](../docs/providers/jina_ai)                 |  
 | AWS Bedrock|   [Usage](../docs/providers/bedrock#rerank-api)                 |  
 | HuggingFace|   [Usage](../docs/providers/huggingface_rerank)                 |  
diff --git a/docs/my-website/release_notes/v1.74.0-stable/index.md b/docs/my-website/release_notes/v1.74.0-stable/index.md
index cfc4fc70ead..e569730dbbd 100644
--- a/docs/my-website/release_notes/v1.74.0-stable/index.md
+++ b/docs/my-website/release_notes/v1.74.0-stable/index.md
@@ -65,11 +65,11 @@ This release brings significant performance improvements to the Python SDK with
 
 #### Features
 - **[🆕 GitHub Copilot](../../docs/providers/github_copilot)** - Use GitHub Copilot API with LiteLLM - [PR](https://github.com/BerriAI/litellm/pull/12325), [Get Started](../../docs/providers/github_copilot)
-- **[🆕 VertexAI DeepSeek](../../docs/providers/vertex)** - Add support for VertexAI DeepSeek models - [PR](https://github.com/BerriAI/litellm/pull/12312), [Get Started](../../docs/providers/vertex)
+- **[🆕 VertexAI DeepSeek](../../docs/providers/vertex)** - Add support for VertexAI DeepSeek models - [PR](https://github.com/BerriAI/litellm/pull/12312), [Get Started](../../docs/providers/vertex_partner#vertexai-deepseek)
 - **[Azure AI](../../docs/providers/azure_ai)**
-  - Add azure_ai cohere rerank v3.5 - [PR](https://github.com/BerriAI/litellm/pull/12283)
+  - Add azure_ai cohere rerank v3.5 - [PR](https://github.com/BerriAI/litellm/pull/12283), [Get Started](../../docs/providers/azure_ai#rerank-endpoint)
 - **[Vertex AI](../../docs/providers/vertex)**
-  - Add size parameter support for image generation - [PR](https://github.com/BerriAI/litellm/pull/12292)
+  - Add size parameter support for image generation - [PR](https://github.com/BerriAI/litellm/pull/12292), [Get Started](../../docs/providers/vertex_image)
 - **[Custom LLM](../../docs/providers/custom_llm_server)**
   - Pass through extra_ properties on "custom" llm provider - [PR](https://github.com/BerriAI/litellm/pull/12185)