diff --git a/docs/how-to/gpu-performance/mi300x.rst b/docs/how-to/gpu-performance/mi300x.rst
new file mode 100644
index 000000000..cc65f14ec
--- /dev/null
+++ b/docs/how-to/gpu-performance/mi300x.rst
@@ -0,0 +1,27 @@
+.. meta::
+   :description: How to configure MI300X accelerators to fully leverage their capabilities and achieve optimal performance.
+   :keywords: ROCm, AI, machine learning, MI300X, LLM, usage, tutorial, optimization, tuning
+
+**************************************
+AMD Instinct MI300X performance guides
+**************************************
+
+The following performance guides provide essential guidance on the necessary
+steps to properly :doc:`configure your system for AMD Instinct™ MI300X
+accelerators <../system-optimization/mi300x>`. They include detailed
+instructions on system settings and application :doc:`workload tuning
+<../rocm-for-ai/inference-optimization/workload>` to help you
+leverage the maximum capabilities of these accelerators and achieve superior
+performance.
+
+* :doc:`../system-optimization/mi300x` covers essential system settings and
+  system management practices to configure your AMD Instinct MI300X system for
+  performance.
+
+* :doc:`../rocm-for-ai/inference-optimization/workload` covers steps to
+  optimize the performance of AMD Instinct MI300X series accelerators for HPC
+  and deep learning operations.
+
+* :doc:`../rocm-for-ai/inference/vllm-benchmark` introduces a preconfigured
+  environment for LLM inference, designed to help you test performance with
+  popular models on AMD Instinct MI300X series accelerators.
diff --git a/docs/how-to/tuning-guides/mi300x/index.rst b/docs/how-to/tuning-guides/mi300x/index.rst
deleted file mode 100644
index 3703dd2f3..000000000
--- a/docs/how-to/tuning-guides/mi300x/index.rst
+++ /dev/null
@@ -1,19 +0,0 @@
-.. meta::
-   :description: How to configure MI300X accelerators to fully leverage their capabilities and achieve optimal performance.
-   :keywords: ROCm, AI, machine learning, MI300X, LLM, usage, tutorial, optimization, tuning
-
-************************
-AMD MI300X tuning guides
-************************
-
-The tuning guides in this section provide a comprehensive summary of the
-necessary steps to properly configure your system for AMD Instinct™ MI300X
-accelerators. They include detailed instructions on system settings and
-application tuning suggestions to help you fully leverage the capabilities of
-these accelerators, thereby achieving optimal performance.
-
-* :doc:`../../rocm-for-ai/inference/vllm-benchmark`
-
-* :doc:`../../system-optimization/mi300x`
-
-* :doc:`../../rocm-for-ai/inference-optimization/workload`
diff --git a/docs/sphinx/_toc.yml.in b/docs/sphinx/_toc.yml.in
index 652bd252f..9698a7724 100644
--- a/docs/sphinx/_toc.yml.in
+++ b/docs/sphinx/_toc.yml.in
@@ -90,7 +90,7 @@ subtrees:
           - file: how-to/rocm-for-ai/inference-optimization/profiling-and-debugging.rst
             title: Profile and debug
           - file: how-to/rocm-for-ai/inference-optimization/workload.rst
-            title: Workload tuning
+            title: Workload optimization
 
       - url: https://rocm.docs.amd.com/projects/ai-developer-hub/en/latest/
         title: AI tutorials
@@ -111,8 +111,8 @@ subtrees:
         title: AMD Instinct MI100
       - file: how-to/system-optimization/w6000-v620.md
         title: AMD RDNA 2
-  - file: how-to/tuning-guides/mi300x/index.rst
-    title: AMD MI300X performance validation and tuning
+  - file: how-to/gpu-performance/mi300x.rst
+    title: AMD Instinct MI300X performance guides
   - file: how-to/system-debugging.md
   - file: conceptual/compiler-topics.md
     title: Use advanced compiler features