diff --git a/extended/src/main/java/apoc/ml/MLUtil.java b/extended/src/main/java/apoc/ml/MLUtil.java
index f3054c52d5..aa8f32f815 100644
--- a/extended/src/main/java/apoc/ml/MLUtil.java
+++ b/extended/src/main/java/apoc/ml/MLUtil.java
@@ -2,6 +2,7 @@
 
 public class MLUtil {
     public static final String ERROR_NULL_INPUT = "The input provided is null. Please specify a valid input";
+    public static final String ERROR_EMPTY_OR_BLANK_INPUT = "The input(s) provided is/are empty or blank. Please specify a valid input";
 
     public static final String ENDPOINT_CONF_KEY = "endpoint";
     public static final String API_VERSION_CONF_KEY = "apiVersion";
diff --git a/extended/src/main/java/apoc/ml/OpenAI.java b/extended/src/main/java/apoc/ml/OpenAI.java
index ed9389a1cd..fd3cc8a32c 100644
--- a/extended/src/main/java/apoc/ml/OpenAI.java
+++ b/extended/src/main/java/apoc/ml/OpenAI.java
@@ -4,7 +4,11 @@
 import apoc.Extended;
 import apoc.result.MapResult;
 import apoc.util.JsonUtil;
+import apoc.util.Util;
 import com.fasterxml.jackson.core.JsonProcessingException;
+import org.apache.commons.collections.MapUtils;
+import org.apache.commons.lang3.StringUtils;
+import org.glassfish.jersey.internal.util.Producer;
 import org.neo4j.graphdb.security.URLAccessChecker;
 import org.neo4j.procedure.Context;
 import org.neo4j.procedure.Description;
@@ -12,13 +16,10 @@
 import org.neo4j.procedure.Procedure;
 
 import java.net.MalformedURLException;
-import java.util.HashMap;
-import java.util.List;
-import java.util.Locale;
-import java.util.Map;
-import java.util.Objects;
+import java.util.*;
 import java.util.function.BiFunction;
 import java.util.function.Function;
+import java.util.function.Supplier;
 import java.util.stream.Collectors;
 import java.util.stream.Stream;
 
@@ -35,6 +36,7 @@ public class OpenAI {
     public static final String JSON_PATH_CONF_KEY = "jsonPath";
     public static final String PATH_CONF_KEY = "path";
     public static final String GPT_4O_MODEL = "gpt-4o";
+    public static final String FAIL_ON_ERROR_CONF = "failOnError";
 
     @Context
     public ApocConfig apocConfig;
@@ -147,6 +149,10 @@ public Stream<EmbeddingResult> getEmbedding(@Name("texts") List<String> texts, @
       "model": "text-embedding-ada-002",
       "usage": { "prompt_tokens": 8, "total_tokens": 8 } }
     */
+        boolean shuldFail = Util.toBoolean(configuration.getOrDefault(FAIL_ON_ERROR_CONF, true));
+        if (!checkNullInput(texts, shuldFail)) return Stream.empty();
+        texts = texts.stream().filter(StringUtils::isNotBlank).toList();
+        if (!checkEmptyInput(texts, shuldFail)) return Stream.empty();
         return getEmbeddingResult(texts, apiKey, configuration, apocConfig, urlAccessChecker,
                 (map, text) -> {
                     Long index = (Long) map.get("index");
@@ -156,6 +162,7 @@ public Stream<EmbeddingResult> getEmbedding(@Name("texts") List<String> texts, @
         );
     }
 
+
     static <T> Stream<T> getEmbeddingResult(List<String> texts, String apiKey, Map<String, Object> configuration, ApocConfig apocConfig, URLAccessChecker urlAccessChecker,
                                             BiFunction<Map, String, T> embeddingMapping, Function<String, T> nullMapping) throws JsonProcessingException, MalformedURLException {
         if (texts == null) {
@@ -194,9 +201,8 @@ public Stream<MapResult> completion(@Name("prompt") String prompt, @Name("api_ke
       "usage": { "prompt_tokens": 5, "completion_tokens": 7, "total_tokens": 12 }
     }
     */
-        if (prompt == null) {
-            throw new RuntimeException(ERROR_NULL_INPUT);
-        }
+        boolean fail = Util.toBoolean(configuration.getOrDefault(FAIL_ON_ERROR_CONF, true));
+        if(!checkBlankInput(prompt, fail)) return Stream.empty();
         return executeRequest(apiKey, configuration, "completions", "gpt-3.5-turbo-instruct", "prompt", prompt, "$", apocConfig, urlAccessChecker)
                 .map(v -> (Map<String,Object>)v).map(MapResult::new);
     }
@@ -204,9 +210,10 @@ public Stream<MapResult> completion(@Name("prompt") String prompt, @Name("api_ke
     @Procedure("apoc.ml.openai.chat")
     @Description("apoc.ml.openai.chat(messages, api_key, configuration]) - prompts the completion API")
     public Stream<MapResult> chatCompletion(@Name("messages") List<Map<String, Object>> messages, @Name("api_key") String apiKey, @Name(value = "configuration", defaultValue = "{}") Map<String, Object> configuration) throws Exception {
-        if (messages == null) {
-            throw new RuntimeException(ERROR_NULL_INPUT);
-        }
+        boolean shuldFail = Util.toBoolean(configuration.getOrDefault(FAIL_ON_ERROR_CONF, true));
+        if (!checkNullInput(messages, shuldFail)) return Stream.empty();
+        messages = messages.stream().filter(MapUtils::isNotEmpty).toList();
+        if (!checkEmptyInput(messages, shuldFail)) return Stream.empty();
         configuration.putIfAbsent("model", GPT_4O_MODEL);
         return executeRequest(apiKey, configuration, "chat/completions", (String) configuration.get("model"), "messages", messages, "$", apocConfig, urlAccessChecker)
                 .map(v -> (Map<String,Object>)v).map(MapResult::new);
@@ -220,4 +227,29 @@ public Stream<MapResult> chatCompletion(@Name("messages") List<Map<String, Objec
       } ] }
     */
     }
+
+    static boolean checkNullInput(Object input, boolean shuldFail){
+        return checkInput(input, shuldFail, () -> Objects.isNull(input), ERROR_NULL_INPUT);
+    }
+
+    static boolean checkEmptyInput(Collection<?> input, boolean shuldFail){
+        return checkInput(input, shuldFail, () -> input.isEmpty(), ERROR_EMPTY_OR_BLANK_INPUT);
+    }
+
+    static boolean checkBlankInput(String input, boolean shuldFail){
+        return checkInput(input, shuldFail, () -> StringUtils.isBlank(input), ERROR_EMPTY_OR_BLANK_INPUT);
+    }
+
+    private static boolean checkInput(
+            Object input, boolean shuldFail,
+            Supplier<Boolean> checkFunction,
+            String exceptionMessage
+    ){
+        if (checkFunction.get()) {
+            if(shuldFail) throw new RuntimeException(exceptionMessage);
+            return false;
+        }
+        return true;
+    }
+
 }
\ No newline at end of file
diff --git a/extended/src/test/java/apoc/ml/MLTestUtil.java b/extended/src/test/java/apoc/ml/MLTestUtil.java
index 27e6946b36..180d00b4ea 100644
--- a/extended/src/test/java/apoc/ml/MLTestUtil.java
+++ b/extended/src/test/java/apoc/ml/MLTestUtil.java
@@ -1,25 +1,19 @@
 package apoc.ml;
 
+import apoc.util.ExtendedTestUtil;
 import org.neo4j.graphdb.GraphDatabaseService;
 
 import java.util.Map;
 
 import static apoc.ml.MLUtil.ERROR_NULL_INPUT;
-import static apoc.util.TestUtil.testCall;
-import static org.junit.Assert.assertTrue;
-import static org.junit.Assert.fail;
+import static apoc.ml.MLUtil.ERROR_EMPTY_OR_BLANK_INPUT;
 
 public class MLTestUtil {
     public static void assertNullInputFails(GraphDatabaseService db, String query, Map<String, Object> params) {
-        try {
-            testCall(db, query, params,
-                    (row) -> fail("Should fail due to null input")
-            );
-        } catch (RuntimeException e) {
-            String message = e.getMessage();
-            assertTrue("Current error message is: " + message, 
-                    message.contains(ERROR_NULL_INPUT)
-            );
-        }
+        ExtendedTestUtil.assertFails(db, query, params, ERROR_NULL_INPUT);
+    }
+
+    public static void assertEmptyInputFails(GraphDatabaseService db, String query, Map<String, Object> params) {
+        ExtendedTestUtil.assertFails(db, query, params, ERROR_EMPTY_OR_BLANK_INPUT);
     }
 }
diff --git a/extended/src/test/java/apoc/ml/OpenAIIT.java b/extended/src/test/java/apoc/ml/OpenAIIT.java
index e56bb2f13e..77d8b2c792 100644
--- a/extended/src/test/java/apoc/ml/OpenAIIT.java
+++ b/extended/src/test/java/apoc/ml/OpenAIIT.java
@@ -13,9 +13,11 @@
 import java.util.Map;
 import java.util.Set;
 
+import static apoc.ml.MLTestUtil.assertEmptyInputFails;
 import static apoc.ml.MLTestUtil.assertNullInputFails;
 import static apoc.ml.MLUtil.MODEL_CONF_KEY;
 import static apoc.ml.OpenAI.GPT_4O_MODEL;
+import static apoc.ml.OpenAI.FAIL_ON_ERROR_CONF;
 import static apoc.ml.OpenAITestResultUtils.*;
 import static apoc.util.TestUtil.testCall;
 import static apoc.util.TestUtil.testResult;
@@ -140,13 +142,34 @@ public void embeddingsNull() {
         );
     }
 
+    @Test
+    public void chatNull() {
+        assertNullInputFails(db, "CALL apoc.ml.openai.chat(null, $apiKey, $conf)",
+                Map.of("apiKey", openaiKey, "conf", emptyMap())
+        );
+    }
+
+    @Test
+    public void chatReturnsEmptyIfFailOnErrorFalse() {
+        TestUtil.testCallEmpty(db, "CALL apoc.ml.openai.chat(null, $apiKey, $conf)",
+                Map.of("apiKey", openaiKey, "conf", Map.of(FAIL_ON_ERROR_CONF, false))
+        );
+    }
+
+    @Test
+    public void embeddingsReturnsEmptyIfFailOnErrorFalse() {
+        TestUtil.testCallEmpty(db, "CALL apoc.ml.openai.embeddings(null, $apiKey, $conf)",
+                Map.of("apiKey", openaiKey, "conf", Map.of(FAIL_ON_ERROR_CONF, false))
+        );
+    }
+
     @Test
     public void completionNull() {
         assertNullInputFails(db, "CALL apoc.ml.openai.completion(null, $apiKey, $conf)",
                 Map.of("apiKey", openaiKey, "conf", emptyMap())
         );
     }
-    
+
     @Test
     public void chatCompletionNull() {
         assertNullInputFails(db, "CALL apoc.ml.openai.chat(null, $apiKey, $conf)",
@@ -160,4 +183,40 @@ public void chatCompletionNullGpt35Turbo() {
                 Map.of("apiKey", openaiKey, "conf", Map.of(MODEL_CONF_KEY, GPT_35_MODEL))
         );
     }
+
+    @Test
+    public void completionReturnsEmptyIfFailOnErrorFalse() {
+        TestUtil.testCallEmpty(db, "CALL apoc.ml.openai.completion(null, $apiKey, $conf)",
+                Map.of("apiKey", openaiKey, "conf", Map.of(FAIL_ON_ERROR_CONF, false))
+        );
+    }
+
+    @Test
+    public void embeddingsWithEmptyFails() {
+        assertEmptyInputFails(db, "CALL apoc.ml.openai.embeddings([], $apiKey, $conf)",
+                Map.of("apiKey", openaiKey, "conf", emptyMap())
+        );
+    }
+
+    @Test
+    public void chatWithEmptyReturnsEmptyIfFailOnErrorFalse() {
+        TestUtil.testCallEmpty(db, "CALL apoc.ml.openai.embeddings([], $apiKey, $conf)",
+                Map.of("apiKey", openaiKey, "conf", Map.of(FAIL_ON_ERROR_CONF, false))
+        );
+    }
+
+    @Test
+    public void chatWithEmptyFails() {
+        assertEmptyInputFails(db, "CALL apoc.ml.openai.chat([], $apiKey, $conf)",
+                Map.of("apiKey", openaiKey, "conf", emptyMap())
+        );
+    }
+
+    @Test
+    public void embeddingsWithEmptyReturnsEmptyIfFailOnErrorFalse() {
+        TestUtil.testCallEmpty(db, "CALL apoc.ml.openai.chat([], $apiKey, $conf)",
+                Map.of("apiKey", openaiKey, "conf", Map.of(FAIL_ON_ERROR_CONF, false))
+        );
+    }
+
 }
\ No newline at end of file