diff --git a/sdk/openai/azure-ai-openai/src/test/java/com/azure/ai/openai/responses/OpenAIClientBuilderTest.java b/sdk/openai/azure-ai-openai/src/test/java/com/azure/ai/openai/responses/OpenAIClientBuilderTest.java
new file mode 100644
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+++ b/sdk/openai/azure-ai-openai/src/test/java/com/azure/ai/openai/responses/OpenAIClientBuilderTest.java
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+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+package com.azure.ai.openai.responses;
+
+import com.azure.ai.openai.OpenAIClient;
+import com.azure.ai.openai.OpenAIClientBuilder;
+import com.azure.core.credential.AccessToken;
+import com.azure.core.credential.AzureKeyCredential;
+import com.azure.core.credential.TokenCredential;
+import com.azure.core.http.HttpClient;
+import com.azure.core.http.HttpPipeline;
+import com.azure.core.http.HttpPipelineBuilder;
+import com.azure.core.http.policy.HttpLogOptions;
+import com.azure.core.http.policy.HttpPipelinePolicy;
+import com.azure.core.http.policy.RetryPolicy;
+import com.azure.core.util.ClientOptions;
+import com.azure.core.util.Configuration;
+import org.junit.jupiter.api.Test;
+import reactor.core.publisher.Mono;
+import java.lang.reflect.Field;
+import java.time.OffsetDateTime;
+import java.util.List;
+import java.util.stream.Collectors;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertSame;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+
+class OpenAIClientBuilderTest {
+
+    @Test
+    void testBuildClientWithKeyCredential() {
+        OpenAIClientBuilder builder = new OpenAIClientBuilder().credential(new AzureKeyCredential("fake-key"))
+            .endpoint("https://api.openai.com/");
+
+        assertNotNull(builder.buildClient());
+    }
+
+    @Test
+    void testBuildClientWithTokenCredential() throws NoSuchFieldException, IllegalAccessException {
+        TokenCredential tokenCredential = (request) -> {
+            assertNotNull(request, "The request parameter should not be null");
+            assertTrue(request.getScopes().isEmpty(), "The request scopes should be empty");
+            return Mono.just(new AccessToken("fake-token", OffsetDateTime.now().plusHours(2)));
+        };
+
+        OpenAIClientBuilder builder
+            = new OpenAIClientBuilder().credential(tokenCredential).endpoint("https://api.openai.com/");
+
+        OpenAIClient client = builder.buildClient();
+        assertNotNull(client, "The client should not be null");
+
+        Field endpointField = OpenAIClientBuilder.class.getDeclaredField("endpoint");
+        endpointField.setAccessible(true);
+        String endpoint = (String) endpointField.get(builder);
+        assertEquals("https://api.openai.com/", endpoint, "The endpoint should be correctly set");
+
+        Field tokenCredentialField = OpenAIClientBuilder.class.getDeclaredField("tokenCredential");
+        tokenCredentialField.setAccessible(true);
+        TokenCredential actualTokenCredential = (TokenCredential) tokenCredentialField.get(builder);
+        assertSame(tokenCredential, actualTokenCredential, "The token credential should be correctly set");
+    }
+
+    @Test
+    void testBuildClientWithHttpClient() {
+        HttpClient httpClient = HttpClient.createDefault();
+
+        OpenAIClientBuilder builder
+            = new OpenAIClientBuilder().httpClient(httpClient).endpoint("https://api.openai.com/");
+
+        assertNotNull(builder.buildClient());
+    }
+
+    @Test
+    void testHttpLogOptionsSetter() throws NoSuchFieldException, IllegalAccessException {
+        HttpLogOptions httpLogOptions = new HttpLogOptions();
+        OpenAIClientBuilder builder = new OpenAIClientBuilder().httpLogOptions(httpLogOptions);
+
+        Field httpLogOptionsField = OpenAIClientBuilder.class.getDeclaredField("httpLogOptions");
+        httpLogOptionsField.setAccessible(true);
+        HttpLogOptions actualHttpLogOptions = (HttpLogOptions) httpLogOptionsField.get(builder);
+
+        assertEquals(httpLogOptions, actualHttpLogOptions);
+        assertNotNull(actualHttpLogOptions);
+    }
+
+    @Test
+    void testPipelineSetter() throws NoSuchFieldException, IllegalAccessException {
+        HttpPipeline pipeline = new HttpPipelineBuilder().build();
+        OpenAIClientBuilder builder = new OpenAIClientBuilder().pipeline(pipeline);
+
+        Field pipelineField = OpenAIClientBuilder.class.getDeclaredField("pipeline");
+        pipelineField.setAccessible(true);
+        HttpPipeline actualPipeline = (HttpPipeline) pipelineField.get(builder);
+
+        assertEquals(pipeline, actualPipeline);
+        assertNotNull(actualPipeline);
+    }
+
+    @Test
+    void testBuildClientWithHttpPipeline() throws NoSuchFieldException, IllegalAccessException {
+        HttpPipeline pipeline = new HttpPipelineBuilder().build();
+
+        OpenAIClientBuilder builder = new OpenAIClientBuilder().pipeline(pipeline).endpoint("https://api.openai.com/");
+
+        assertNotNull(builder.buildClient());
+
+        Field pipelineField = OpenAIClientBuilder.class.getDeclaredField("pipeline");
+        pipelineField.setAccessible(true);
+        HttpPipeline actualPipeline = (HttpPipeline) pipelineField.get(builder);
+
+        assertEquals(pipeline, actualPipeline);
+    }
+
+    @Test
+    void testBuildClientWithHttpLogOptions() {
+        HttpLogOptions logOptions = new HttpLogOptions();
+
+        OpenAIClientBuilder builder
+            = new OpenAIClientBuilder().httpLogOptions(logOptions).endpoint("https://api.openai.com/");
+
+        assertNotNull(builder.buildClient());
+    }
+
+    @Test
+    void testBuildClientWithRetryPolicy() {
+        RetryPolicy retryPolicy = new RetryPolicy();
+
+        OpenAIClientBuilder builder
+            = new OpenAIClientBuilder().retryPolicy(retryPolicy).endpoint("https://api.openai.com/");
+
+        assertNotNull(builder.buildClient());
+    }
+
+    @Test
+    void testAddPolicy() throws NoSuchFieldException, IllegalAccessException {
+        HttpPipelinePolicy customPolicy = (context, next) -> {
+            assertNotNull(context, "The context parameter should not be null");
+            return next.process();
+        };
+
+        OpenAIClientBuilder builder
+            = new OpenAIClientBuilder().addPolicy(customPolicy).endpoint("https://api.openai.com/");
+
+        assertNotNull(builder.buildClient());
+
+        Field pipelinePoliciesField = OpenAIClientBuilder.class.getDeclaredField("pipelinePolicies");
+        pipelinePoliciesField.setAccessible(true);
+        List<?> rawList = (List<?>) pipelinePoliciesField.get(builder);
+        List<HttpPipelinePolicy> pipelinePolicies = rawList.stream()
+            .filter(HttpPipelinePolicy.class::isInstance)
+            .map(HttpPipelinePolicy.class::cast)
+            .collect(Collectors.toList());
+
+        assertTrue(pipelinePolicies.contains(customPolicy));
+    }
+
+    @Test
+    void testBuildClientWithConfiguration() {
+        Configuration configuration = Configuration.getGlobalConfiguration();
+
+        OpenAIClientBuilder builder
+            = new OpenAIClientBuilder().configuration(configuration).endpoint("https://api.openai.com/");
+
+        assertNotNull(builder.buildClient());
+    }
+
+    @Test
+    public void testClientOptionsSetterReturnsBuilderInstance() {
+        OpenAIClientBuilder builder = new OpenAIClientBuilder();
+        ClientOptions options = new ClientOptions();
+        OpenAIClientBuilder returnedBuilder = builder.clientOptions(options);
+
+        assertSame(builder, returnedBuilder, "Method should return the same builder instance");
+    }
+}