diff --git a/sdk/ai/azure-ai-inference/samples/README.md b/sdk/ai/azure-ai-inference/samples/README.md
index c99e20d9b179..59b7a644ec71 100644
--- a/sdk/ai/azure-ai-inference/samples/README.md
+++ b/sdk/ai/azure-ai-inference/samples/README.md
@@ -103,9 +103,9 @@ similarly for the other samples.
 | [sample_chat_completions_from_input_dict_with_image_url.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/sample_chat_completions_from_input_dict_with_image_url.py)   | One chat completion operation using a synchronous client, with input messages provided as a dictionary (type `MutableMapping[str, Any]`). Includes sending an input image URL. |
 | [sample_chat_completions_from_input_prompt_string.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/sample_chat_completions_from_input_prompt_string.py)               | One chat completion operation using a synchronous client, with input message template in string format. |
 | [sample_chat_completions_from_input_prompty.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/sample_chat_completions_from_input_prompty.py)                           | One chat completion operation using a synchronous client, with the input in Prompty format from a Prompty file. Prompty website: https://prompty.ai |
-| [sample_chat_completions_with_tools.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/sample_chat_completions_with_tools.py)                                           | Shows how do use a tool (function) in chat completions, for an AI model that supports tools |
-| [sample_chat_completions_streaming_with_tools.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/sample_chat_completions_streaming_with_tools.py)                       | Shows how do use a tool (function) in chat completions, with streaming response, for an AI model that supports tools |
-| [sample_load_client.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/sample_load_client.py)                                                                           | Shows how do use the function `load_client` to create the appropriate synchronous client based on the provided endpoint URL. In this example, it creates a synchronous `ChatCompletionsClient`. |
+| [sample_chat_completions_with_tools.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/sample_chat_completions_with_tools.py)                                           | Shows how to use a tool (function) in chat completions, for an AI model that supports tools |
+| [sample_chat_completions_streaming_with_tools.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/sample_chat_completions_streaming_with_tools.py)                       | Shows how to use a tool (function) in chat completions, with streaming response, for an AI model that supports tools |
+| [sample_load_client.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/sample_load_client.py)                                                                           | Shows how to use the function `load_client` to create the appropriate synchronous client based on the provided endpoint URL. In this example, it creates a synchronous `ChatCompletionsClient`. |
 | [sample_get_model_info.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/sample_get_model_info.py)                                                                     | Get AI model information using the chat completions client. Similarly can be done with all other clients. |
 | [sample_chat_completions_with_model_extras.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/sample_chat_completions_with_model_extras.py)                             | Chat completions with additional model-specific parameters. |
 | [sample_chat_completions_azure_openai.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/sample_chat_completions_azure_openai.py)                                       | Chat completions against Azure OpenAI endpoint. |
@@ -135,7 +135,7 @@ similarly for the other samples.
 |----------------|-------------|
 |[sample_chat_completions_streaming_async.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/async_samples/sample_chat_completions_streaming_async.py) | One chat completion operation using an asynchronous client and streaming response. |
 |[sample_chat_completions_async.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/async_samples/sample_chat_completions_async.py) | One chat completion operation using an asynchronous client. |
-|[sample_load_client_async.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/async_samples/sample_load_client_async.py) | Shows how do use the function `load_client` to create the appropriate asynchronous client based on the provided endpoint URL. In this example, it creates an asynchronous `ChatCompletionsClient`. |
+|[sample_load_client_async.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/async_samples/sample_load_client_async.py) | Shows how to use the function `load_client` to create the appropriate asynchronous client based on the provided endpoint URL. In this example, it creates an asynchronous `ChatCompletionsClient`. |
 |[sample_chat_completions_from_input_bytes_async.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/async_samples/sample_chat_completions_from_input_bytes_async.py) | One chat completion operation using an asynchronous client, with input messages provided as `IO[bytes]`. |
 |[sample_chat_completions_from_input_dict_async.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/async_samples/sample_chat_completions_from_input_dict_async.py) | One chat completion operation using an asynchronous client, with input messages provided as a dictionary (type `MutableMapping[str, Any]`) |
 |[sample_chat_completions_streaming_azure_openai_async.py](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-inference/samples/async_samples/sample_chat_completions_streaming_azure_openai_async.py) | One chat completion operation using an asynchronous client and streaming response against an Azure OpenAI endpoint |