diff --git a/plugin/src/test/java/org/opensearch/ml/rest/RestMLRemoteInferenceIT.java b/plugin/src/test/java/org/opensearch/ml/rest/RestMLRemoteInferenceIT.java
index fdfd8b0f6a..eeefea2b49 100644
--- a/plugin/src/test/java/org/opensearch/ml/rest/RestMLRemoteInferenceIT.java
+++ b/plugin/src/test/java/org/opensearch/ml/rest/RestMLRemoteInferenceIT.java
@@ -15,6 +15,7 @@
 import org.apache.hc.core5.http.HttpHeaders;
 import org.apache.hc.core5.http.message.BasicHeader;
 import org.junit.Before;
+import org.junit.Ignore;
 import org.junit.Rule;
 import org.junit.rules.ExpectedException;
 import org.opensearch.client.Response;
@@ -171,19 +172,6 @@ public void testSearchMLTasks_afterCreation() throws IOException {
         assertEquals((Double) 1.0, (Double) ((Map) ((Map) responseMap.get("hits")).get("total")).get("value"));
     }
 
-    public void testRegisterRemoteModel() throws IOException, InterruptedException {
-        Response response = createConnector(completionModelConnectorEntity);
-        Map responseMap = parseResponseToMap(response);
-        String connectorId = (String) responseMap.get("connector_id");
-        response = registerRemoteModel("openAI-GPT-3.5 completions", connectorId);
-        responseMap = parseResponseToMap(response);
-        String taskId = (String) responseMap.get("task_id");
-        waitForTask(taskId, MLTaskState.COMPLETED);
-        response = getTask(taskId);
-        responseMap = parseResponseToMap(response);
-        assertNotNull(responseMap.get("model_id"));
-    }
-
     public void testDeployRemoteModel() throws IOException, InterruptedException {
         Response response = createConnector(completionModelConnectorEntity);
         Map responseMap = parseResponseToMap(response);
@@ -202,42 +190,6 @@ public void testDeployRemoteModel() throws IOException, InterruptedException {
         waitForTask(taskId, MLTaskState.COMPLETED);
     }
 
-    public void testPredictRemoteModel() throws IOException, InterruptedException {
-        // Skip test if key is null
-        if (OPENAI_KEY == null) {
-            return;
-        }
-        Response response = createConnector(completionModelConnectorEntity);
-        Map responseMap = parseResponseToMap(response);
-        String connectorId = (String) responseMap.get("connector_id");
-        response = registerRemoteModel("openAI-GPT-3.5 completions", connectorId);
-        responseMap = parseResponseToMap(response);
-        String taskId = (String) responseMap.get("task_id");
-        waitForTask(taskId, MLTaskState.COMPLETED);
-        response = getTask(taskId);
-        responseMap = parseResponseToMap(response);
-        String modelId = (String) responseMap.get("model_id");
-        response = deployRemoteModel(modelId);
-        responseMap = parseResponseToMap(response);
-        taskId = (String) responseMap.get("task_id");
-        waitForTask(taskId, MLTaskState.COMPLETED);
-        String predictInput = "{\n" + "  \"parameters\": {\n" + "      \"prompt\": \"Say this is a test\"\n" + "  }\n" + "}";
-        response = predictRemoteModel(modelId, predictInput);
-        responseMap = parseResponseToMap(response);
-        List responseList = (List) responseMap.get("inference_results");
-        responseMap = (Map) responseList.get(0);
-        responseList = (List) responseMap.get("output");
-        responseMap = (Map) responseList.get(0);
-        responseMap = (Map) responseMap.get("dataAsMap");
-        responseList = (List) responseMap.get("choices");
-        if (responseList == null) {
-            assertTrue(checkThrottlingOpenAI(responseMap));
-            return;
-        }
-        responseMap = (Map) responseList.get(0);
-        assertFalse(((String) responseMap.get("text")).isEmpty());
-    }
-
     public void testPredictWithAutoDeployAndTTL_RemoteModel() throws IOException, InterruptedException {
         // Skip test if key is null
         if (OPENAI_KEY == null) {
@@ -335,26 +287,6 @@ public void testPredictRemoteModelWithWrongOutputInterface() throws IOException,
         });
     }
 
-    public void testUndeployRemoteModel() throws IOException, InterruptedException {
-        Response response = createConnector(completionModelConnectorEntity);
-        Map responseMap = parseResponseToMap(response);
-        String connectorId = (String) responseMap.get("connector_id");
-        response = registerRemoteModel("openAI-GPT-3.5 completions", connectorId);
-        responseMap = parseResponseToMap(response);
-        String taskId = (String) responseMap.get("task_id");
-        waitForTask(taskId, MLTaskState.COMPLETED);
-        response = getTask(taskId);
-        responseMap = parseResponseToMap(response);
-        String modelId = (String) responseMap.get("model_id");
-        response = deployRemoteModel(modelId);
-        responseMap = parseResponseToMap(response);
-        taskId = (String) responseMap.get("task_id");
-        waitForTask(taskId, MLTaskState.COMPLETED);
-        response = undeployRemoteModel(modelId);
-        responseMap = parseResponseToMap(response);
-        assertTrue(responseMap.toString().contains("undeployed"));
-    }
-
     public void testOpenAIChatCompletionModel() throws IOException, InterruptedException {
         // Skip test if key is null
         if (OPENAI_KEY == null) {
@@ -418,8 +350,12 @@ public void testOpenAIChatCompletionModel() throws IOException, InterruptedExcep
         responseMap = parseResponseToMap(response);
         // TODO handle throttling error
         assertNotNull(responseMap);
-    }
 
+        response = undeployRemoteModel(modelId);
+        responseMap = parseResponseToMap(response);
+        assertTrue(responseMap.toString().contains("undeployed"));
+    }
+    @Ignore
     public void testOpenAIEditsModel() throws IOException, InterruptedException {
         // Skip test if key is null
         if (OPENAI_KEY == null) {
@@ -490,7 +426,7 @@ public void testOpenAIEditsModel() throws IOException, InterruptedException {
 
         assertFalse(((String) responseMap.get("content")).isEmpty());
     }
-
+    @Ignore
     public void testOpenAIModerationsModel() throws IOException, InterruptedException {
         // Skip test if key is null
         if (OPENAI_KEY == null) {
@@ -720,7 +656,7 @@ public void testCohereGenerateTextModel() throws IOException, InterruptedExcepti
         responseMap = (Map) responseList.get(0);
         assertFalse(((String) responseMap.get("text")).isEmpty());
     }
-
+    @Ignore
     public void testCohereClassifyModel() throws IOException, InterruptedException {
         // Skip test if key is null
         if (COHERE_KEY == null) {