diff --git a/docs/readthedocs/source/_toc.yml b/docs/readthedocs/source/_toc.yml
index 797407ea..af0d8864 100644
--- a/docs/readthedocs/source/_toc.yml
+++ b/docs/readthedocs/source/_toc.yml
@@ -156,10 +156,10 @@ subtrees:
                           title: "PyTorch"
                           subtrees:
                             - entries: 
+                              - file: doc/Nano/Howto/Inference/PyTorch/inference_optimizer_optimize
                               - file: doc/Nano/Howto/Inference/PyTorch/accelerate_pytorch_inference_onnx
                               - file: doc/Nano/Howto/Inference/PyTorch/accelerate_pytorch_inference_openvino
                               - file: doc/Nano/Howto/Inference/PyTorch/accelerate_pytorch_inference_jit_ipex
-                              - file: doc/Nano/Howto/Inference/PyTorch/multi_instance_pytorch_inference
                               - file: doc/Nano/Howto/Inference/PyTorch/quantize_pytorch_inference_inc
                               - file: doc/Nano/Howto/Inference/PyTorch/quantize_pytorch_inference_pot
                               - file: doc/Nano/Howto/Inference/PyTorch/pytorch_context_manager
@@ -167,7 +167,7 @@ subtrees:
                               - file: doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_jit
                               - file: doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_onnx
                               - file: doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_openvino
-                              - file: doc/Nano/Howto/Inference/PyTorch/inference_optimizer_optimize
+                              - file: doc/Nano/Howto/Inference/PyTorch/multi_instance_pytorch_inference
                         - file: doc/Nano/Howto/Inference/TensorFlow/index
                           title: "TensorFlow"
                           subtrees:
diff --git a/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/index.rst b/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/index.rst
index 6241866c..58c5b661 100644
--- a/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/index.rst
+++ b/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/index.rst
@@ -1,18 +1,15 @@
 Inference Optimization: For PyTorch Users
 =============================================
 
+* `How to find accelerated method with minimal latency using InferenceOptimizer <inference_optimizer_optimize.html>`_
 * `How to accelerate a PyTorch inference pipeline through ONNXRuntime <accelerate_pytorch_inference_onnx.html>`_
 * `How to accelerate a PyTorch inference pipeline through OpenVINO <accelerate_pytorch_inference_openvino.html>`_
 * `How to accelerate a PyTorch inference pipeline through JIT/IPEX <accelerate_pytorch_inference_jit_ipex.html>`_
-* `How to accelerate a PyTorch inference pipeline through multiple instances <multi_instance_pytorch_inference.html>`_
-* `How to quantize your PyTorch model for inference using Intel Neural Compressor <quantize_pytorch_inference_inc.html>`_
-* `How to quantize your PyTorch model for inference using OpenVINO Post-training Optimization Tools <quantize_pytorch_inference_pot.html>`_
-* |pytorch_inference_context_manager_link|_
-* `How to save and load optimized IPEX model <pytorch_save_and_load_ipex.html>`_
-* `How to save and load optimized JIT model <pytorch_save_and_load_jit.html>`_
+* `How to quantize your PyTorch model in INT8 for inference using Intel Neural Compressor <quantize_pytorch_inference_inc.html>`_
+* `How to quantize your PyTorch model in INT8 for inference using OpenVINO Post-training Optimization Tools <quantize_pytorch_inference_pot.html>`_
+* `How to enable automatic context management for PyTorch inference on Nano optimized models <pytorch_context_manager.html>`_
 * `How to save and load optimized ONNXRuntime model <pytorch_save_and_load_onnx.html>`_
 * `How to save and load optimized OpenVINO model <pytorch_save_and_load_openvino.html>`_
-* `How to find accelerated method with minimal latency using InferenceOptimizer <inference_optimizer_optimize.html>`_
-
-.. |pytorch_inference_context_manager_link| replace:: How to use context manager through ``get_context``
-.. _pytorch_inference_context_manager_link: pytorch_context_manager.html
\ No newline at end of file
+* `How to save and load optimized JIT model <pytorch_save_and_load_jit.html>`_
+* `How to save and load optimized IPEX model <pytorch_save_and_load_ipex.html>`_
+* `How to accelerate a PyTorch inference pipeline through multiple instances <multi_instance_pytorch_inference.html>`_
\ No newline at end of file
diff --git a/docs/readthedocs/source/doc/Nano/Howto/index.rst b/docs/readthedocs/source/doc/Nano/Howto/index.rst
index 4e760eda..e6ea0e39 100644
--- a/docs/readthedocs/source/doc/Nano/Howto/index.rst
+++ b/docs/readthedocs/source/doc/Nano/Howto/index.rst
@@ -63,21 +63,18 @@ OpenVINO
 PyTorch
 ~~~~~~~~~~~~~~~~~~~~~~~~~
 
+* `How to find accelerated method with minimal latency using InferenceOptimizer <Inference/PyTorch/inference_optimizer_optimize.html>`_
 * `How to accelerate a PyTorch inference pipeline through ONNXRuntime <Inference/PyTorch/accelerate_pytorch_inference_onnx.html>`_
 * `How to accelerate a PyTorch inference pipeline through OpenVINO <Inference/PyTorch/accelerate_pytorch_inference_openvino.html>`_
 * `How to accelerate a PyTorch inference pipeline through JIT/IPEX <Inference/PyTorch/accelerate_pytorch_inference_jit_ipex.html>`_
-* `How to accelerate a PyTorch inference pipeline through multiple instances <Inference/PyTorch/multi_instance_pytorch_inference.html>`_
-* `How to quantize your PyTorch model for inference using Intel Neural Compressor <Inference/PyTorch/quantize_pytorch_inference_inc.html>`_
-* `How to quantize your PyTorch model for inference using OpenVINO Post-training Optimization Tools <Inference/PyTorch/quantize_pytorch_inference_pot.html>`_
-* |pytorch_inference_context_manager_link|_
-* `How to save and load optimized IPEX model <Inference/PyTorch/pytorch_save_and_load_ipex.html>`_
-* `How to save and load optimized JIT model <Inference/PyTorch/pytorch_save_and_load_jit.html>`_
+* `How to quantize your PyTorch model in INT8 for inference using Intel Neural Compressor <Inference/PyTorch/quantize_pytorch_inference_inc.html>`_
+* `How to quantize your PyTorch model in INT8 for inference using OpenVINO Post-training Optimization Tools <Inference/PyTorch/quantize_pytorch_inference_pot.html>`_
+* `How to enable automatic context management for PyTorch inference on Nano optimized models <Inference/PyTorch/pytorch_context_manager.html>`_
 * `How to save and load optimized ONNXRuntime model <Inference/PyTorch/pytorch_save_and_load_onnx.html>`_
 * `How to save and load optimized OpenVINO model <Inference/PyTorch/pytorch_save_and_load_openvino.html>`_
-* `How to find accelerated method with minimal latency using InferenceOptimizer <Inference/PyTorch/inference_optimizer_optimize.html>`_
-
-.. |pytorch_inference_context_manager_link| replace:: How to use context manager through ``get_context``
-.. _pytorch_inference_context_manager_link: Inference/PyTorch/pytorch_context_manager.html
+* `How to save and load optimized JIT model <Inference/PyTorch/pytorch_save_and_load_jit.html>`_
+* `How to save and load optimized IPEX model <Inference/PyTorch/pytorch_save_and_load_ipex.html>`_
+* `How to accelerate a PyTorch inference pipeline through multiple instances <Inference/PyTorch/multi_instance_pytorch_inference.html>`_
 
 TensorFlow
 ~~~~~~~~~~~~~~~~~~~~~~~~~