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     new 059f93a4 [doc] Clarify Azure OpenAI vs Azure AI in documentation (#501)
059f93a4 is described below

commit 059f93a49d338495c288d71775601759db80ec64
Author: Weiqing Yang <[email protected]>
AuthorDate: Wed Jan 28 22:33:58 2026 -0800

    [doc] Clarify Azure OpenAI vs Azure AI in documentation (#501)
---
 docs/content/docs/development/chat_models.md | 12 ++++++++++--
 docs/content/docs/faq/faq.md                 |  1 +
 2 files changed, 11 insertions(+), 2 deletions(-)

diff --git a/docs/content/docs/development/chat_models.md 
b/docs/content/docs/development/chat_models.md
index f379149a..69b60b83 100644
--- a/docs/content/docs/development/chat_models.md
+++ b/docs/content/docs/development/chat_models.md
@@ -144,12 +144,16 @@ public class MyAgent extends Agent {
 
 ### Azure AI
 
-Azure AI provides cloud-based chat models through Azure AI Inference API, 
supporting various models including GPT-4, GPT-4o, and other Azure-hosted 
models.
+Azure AI provides cloud-based chat models through Azure AI Inference API, 
supporting various models including Llama, Mistral, Phi, and other models 
deployed via Azure AI Studio.
 
 {{< hint info >}}
 Azure AI is only supported in Java currently. To use Azure AI from Python 
agents, see [Using Cross-Language Providers](#using-cross-language-providers).
 {{< /hint >}}
 
+{{< hint warning >}}
+**Azure AI vs OpenAI (Azure):** Azure AI uses the Azure AI Inference API to 
access models deployed via Azure AI Studio (Llama, Mistral, Phi, etc.). If you 
want to use OpenAI models (GPT-4, etc.) hosted on Azure, see [OpenAI 
(Azure)](#openai-azure) instead.
+{{< /hint >}}
+
 #### Prerequisites
 
 1. Create an Azure AI resource in the [Azure Portal](https://portal.azure.com/)
@@ -686,12 +690,16 @@ Model availability and specifications may change. Always 
check the official Open
 
 ### OpenAI (Azure)
 
-OpenAI (Azure) provides access to OpenAI models through Azure's cloud 
infrastructure, using the same OpenAI SDK with Azure-specific authentication 
and endpoints. This offers enterprise security, compliance, and regional 
availability while using familiar OpenAI APIs.
+OpenAI (Azure) provides access to OpenAI models (GPT-4, GPT-4o, etc.) through 
Azure's cloud infrastructure, using the same OpenAI SDK with Azure-specific 
authentication and endpoints. This offers enterprise security, compliance, and 
regional availability while using familiar OpenAI APIs.
 
 {{< hint info >}}
 OpenAI (Azure) is only supported in Python currently. To use OpenAI (Azure) 
from Java agents, see [Using Cross-Language 
Providers](#using-cross-language-providers).
 {{< /hint >}}
 
+{{< hint warning >}}
+**OpenAI (Azure) vs Azure AI:** OpenAI (Azure) uses the OpenAI SDK to access 
OpenAI models (GPT-4, etc.) hosted on Azure. If you want to use other models 
like Llama, Mistral, or Phi deployed via Azure AI Studio, see [Azure 
AI](#azure-ai) instead.
+{{< /hint >}}
+
 #### Prerequisites
 
 1. Create an Azure OpenAI resource in the [Azure 
Portal](https://portal.azure.com/)
diff --git a/docs/content/docs/faq/faq.md b/docs/content/docs/faq/faq.md
index 643d9a4f..d86ada37 100644
--- a/docs/content/docs/faq/faq.md
+++ b/docs/content/docs/faq/faq.md
@@ -97,6 +97,7 @@ Flink Agents provides built-in integrations for many 
ecosystem providers. Some i
 | [Anthropic]({{< ref "docs/development/chat_models#anthropic" >}}) | ✅ | ❌ |
 | [Ollama]({{< ref "docs/development/chat_models#ollama" >}}) | ✅ | ✅ |
 | [Tongyi (DashScope)]({{< ref "docs/development/chat_models#tongyi-dashscope" 
>}}) | ✅ | ❌ |
+| [OpenAI (Azure)]({{< ref "docs/development/chat_models#openai-azure" >}}) | 
✅ | ❌ |
 | [Azure AI]({{< ref "docs/development/chat_models#azure-ai" >}}) | ❌ | ✅ |
 
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