diff --git a/solutions/observability/applications/llm-observability.md b/solutions/observability/applications/llm-observability.md
index 02dde6b8d1..4b486e2289 100644
--- a/solutions/observability/applications/llm-observability.md
+++ b/solutions/observability/applications/llm-observability.md
@@ -17,10 +17,11 @@ Elastic’s LLM integrations now support the most widely adopted models, includi
 
 | **LLM Provider**  | **Metrics** | **Logs** | 
 |--------|------------|------------|
-| [Amazon Bedrock](https://www.elastic.co/guide/en/integrations/current/aws_bedrock.html)| ✅ | ✅ |  
-| [Azure OpenAI](https://www.elastic.co/guide/en/integrations/current/azure_openai.html)| ✅ | ✅ | 
-| [GCP Vertex AI](https://www.elastic.co/guide/en/integrations/current/gcp_vertexai.html) | ✅ | ✅ | 
-| [OpenAI](https://www.elastic.co/guide/en/integrations/current/openai.html) | ✅| 🚧 | 
+| [Amazon Bedrock](integration-docs://reference/aws_bedrock.md)| ✅ | ✅ |  
+| [Azure OpenAI](integration-docs://reference/azure_openai.md)| ✅ | ✅ | 
+| [GCP Vertex AI](integration-docs://reference/gcp_vertexai.md) | ✅ | ✅ | 
+| [OpenAI](integration-docs://reference/openai.md) | ✅| 🚧 | 
+| [Azure AI Foundry](integration-docs://reference/azure_ai_foundry.md) | ✅| ✅ | 
 
 ## APM tracing for LLM models (via instrumentation)