diff --git a/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/services/openai/OpenAIPrompt.scala b/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/services/openai/OpenAIPrompt.scala
index d451a499b7..e4f8645972 100644
--- a/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/services/openai/OpenAIPrompt.scala
+++ b/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/services/openai/OpenAIPrompt.scala
@@ -462,13 +462,19 @@ class OpenAIPrompt(override val uid: String) extends Transformer
     attachmentMap: Map[String, String],
     attachmentOrder: Seq[String]
   ): Seq[OpenAICompositeMessage] = {
+    // Filter to get only non-null, non-empty path values
     val orderedAttachments = attachmentOrder.flatMap { columnName =>
-      attachmentMap.get(columnName).map(_.trim).filter(_.nonEmpty)
+      attachmentMap.get(columnName).flatMap(v => Option(v).map(_.trim).filter(_.nonEmpty))
     }
 
-    val contentParts = buildContentParts(userMessage, orderedAttachments)
-    val messages = getPromptsForMessage(Left(contentParts))
-    messages
+    // If there are path columns but all are null/empty, pass through null
+    if (attachmentOrder.nonEmpty && orderedAttachments.isEmpty) {
+      null //scalastyle:ignore null
+    } else {
+      val contentParts = buildContentParts(userMessage, orderedAttachments)
+      val messages = getPromptsForMessage(Left(contentParts))
+      messages
+    }
   }
 
   private def buildContentParts(promptText: String, attachmentPaths: Seq[String]): Seq[Map[String, String]] = {
diff --git a/cognitive/src/test/scala/com/microsoft/azure/synapse/ml/services/openai/OpenAIPromptSuite.scala b/cognitive/src/test/scala/com/microsoft/azure/synapse/ml/services/openai/OpenAIPromptSuite.scala
index 469d608fa5..b66aa6a203 100644
--- a/cognitive/src/test/scala/com/microsoft/azure/synapse/ml/services/openai/OpenAIPromptSuite.scala
+++ b/cognitive/src/test/scala/com/microsoft/azure/synapse/ml/services/openai/OpenAIPromptSuite.scala
@@ -86,6 +86,29 @@ class OpenAIPromptSuite extends TransformerFuzzing[OpenAIPrompt] with OpenAIAPIK
     }
   }
 
+  // scalastyle:off null
+  test("createMessagesForRow returns null when all path columns are null") {
+    val prompt = new OpenAIPrompt()
+    val attachments = Map("filePath" -> null)
+    val messages = prompt.createMessagesForRow("Summarize the file", attachments, Seq("filePath"))
+    assert(messages == null)
+  }
+
+  test("createMessagesForRow returns messages when at least one path column has value") {
+    val prompt = new OpenAIPrompt()
+    val tempFile = Files.createTempFile("synapseml-openai", ".txt")
+    try {
+      Files.write(tempFile, "example content".getBytes(StandardCharsets.UTF_8))
+      val attachments = Map("filePath" -> null, "anotherPath" -> tempFile.toString)
+      val messages = prompt.createMessagesForRow("Summarize", attachments, Seq("filePath", "anotherPath"))
+      assert(messages != null)
+      assert(messages.nonEmpty)
+    } finally {
+      Files.deleteIfExists(tempFile)
+    }
+  }
+  // scalastyle:on null
+
   test("RAI Usage") {
     val result = prompt
       .setDeploymentName(deploymentName)
@@ -321,6 +344,45 @@ class OpenAIPromptSuite extends TransformerFuzzing[OpenAIPrompt] with OpenAIAPIK
     }
   }
 
+  test("null path columns return null output") {
+    val promptResponses = new OpenAIPrompt()
+      .setSubscriptionKey(openAIAPIKey)
+      .setDeploymentName(deploymentName)
+      .setCustomServiceName(openAIServiceName)
+      .setApiVersion("2025-04-01-preview")
+      .setApiType("responses")
+      .setColumnType("images", "path")
+      .setOutputCol("outParsed")
+      .setPromptTemplate("{questions}: {images}")
+
+    val urlDF = Seq(
+      (
+        "What's in this document?",
+        "https://mmlspark.blob.core.windows.net/datasets/OCR/paper.pdf"
+      ),
+      (
+        "What's in this image?",
+        null // scalastyle:ignore null
+      ),
+      (
+        "What's in this image?",
+        "https://mmlspark.blob.core.windows.net/datasets/OCR/test2.png"
+      )
+    ).toDF("questions", "images")
+
+    val results = promptResponses
+      .transform(urlDF)
+      .select("outParsed")
+      .collect()
+
+    // First row: valid path, should have output
+    assert(results(0).getString(0) != null)
+    // Second row: null path, should have null output
+    assert(results(1).get(0) == null)
+    // Third row: valid path, should have output
+    assert(results(2).getString(0) != null)
+  }
+
   ignore("Custom EndPoint") {
     lazy val accessToken: String = sys.env.getOrElse("CUSTOM_ACCESS_TOKEN", "")
     lazy val customRootUrlValue: String = sys.env.getOrElse("CUSTOM_ROOT_URL", "")