diff --git a/src/main/scala/com/johnsnowlabs/ml/onnx/OnnxWrapper.scala b/src/main/scala/com/johnsnowlabs/ml/onnx/OnnxWrapper.scala
index 3b08931558a41a..6e748faa72ee63 100644
--- a/src/main/scala/com/johnsnowlabs/ml/onnx/OnnxWrapper.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/onnx/OnnxWrapper.scala
@@ -20,6 +20,7 @@ import ai.onnxruntime.OrtSession.SessionOptions
 import ai.onnxruntime.OrtSession.SessionOptions.{ExecutionMode, OptLevel}
 import ai.onnxruntime.providers.OrtCUDAProviderOptions
 import ai.onnxruntime.{OrtEnvironment, OrtSession}
+import com.johnsnowlabs.ml.util.LoadExternalModel
 import com.johnsnowlabs.util.{ConfigHelper, FileHelper, ZipArchiveUtil}
 import org.apache.spark.SparkFiles
 import org.apache.spark.sql.SparkSession
@@ -114,9 +115,10 @@ object OnnxWrapper {
       .toString
 
     // 2. Unpack archive
+    val randomSuffix = generateRandomSuffix(onnxFileSuffix)
     val folder =
       if (zipped)
-        ZipArchiveUtil.unzip(new File(modelPath), Some(tmpFolder), onnxFileSuffix)
+        ZipArchiveUtil.unzip(new File(modelPath), Some(tmpFolder), randomSuffix)
       else
         modelPath
 
@@ -151,6 +153,11 @@ object OnnxWrapper {
     onnxWrapper
   }
 
+  private def generateRandomSuffix(fileSuffix: Option[String]): Option[String] = {
+    val randomSuffix = Some(LoadExternalModel.generateRandomString(10))
+    Some(s"${randomSuffix.get}${fileSuffix.getOrElse("")}")
+  }
+
   private def mapToSessionOptionsObject(sessionOptions: Map[String, String]): SessionOptions = {
     val providers = OrtEnvironment.getAvailableProviders
     if (providers.toArray.map(x => x.toString).contains("CUDA")) {
diff --git a/src/main/scala/com/johnsnowlabs/ml/openvino/OpenvinoWrapper.scala b/src/main/scala/com/johnsnowlabs/ml/openvino/OpenvinoWrapper.scala
index dd8b5f466a2927..fa5908383bae97 100644
--- a/src/main/scala/com/johnsnowlabs/ml/openvino/OpenvinoWrapper.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/openvino/OpenvinoWrapper.scala
@@ -17,8 +17,8 @@
 package com.johnsnowlabs.ml.openvino
 
 import com.johnsnowlabs.ml.util.LoadExternalModel.notSupportedEngineError
-import com.johnsnowlabs.ml.util.{ONNX, Openvino, TensorFlow}
-import com.johnsnowlabs.util.{ConfigHelper, ConfigLoader, FileHelper, ZipArchiveUtil}
+import com.johnsnowlabs.ml.util.{LoadExternalModel, ONNX, Openvino, TensorFlow}
+import com.johnsnowlabs.util.{FileHelper, ZipArchiveUtil}
 import org.apache.commons.io.{FileUtils, FilenameUtils}
 import org.apache.spark.SparkFiles
 import org.apache.spark.sql.SparkSession
@@ -113,9 +113,10 @@ object OpenvinoWrapper {
       .toAbsolutePath
       .toString
 
+    val randomSuffix = generateRandomSuffix(ovFileSuffix)
     val folder =
       if (zipped)
-        ZipArchiveUtil.unzip(new File(modelPath), Some(tmpFolder), ovFileSuffix)
+        ZipArchiveUtil.unzip(new File(modelPath), Some(tmpFolder), randomSuffix)
       else
         modelPath
 
@@ -151,6 +152,11 @@ object OpenvinoWrapper {
     openvinoWrapper
   }
 
+  private def generateRandomSuffix(fileSuffix: Option[String]): Option[String] = {
+    val randomSuffix = Some(LoadExternalModel.generateRandomString(10))
+    Some(s"${randomSuffix.get}${fileSuffix.getOrElse("")}")
+  }
+
   /** Convert the model at srcPath to OpenVINO IR Format and export to exportPath.
     *
     * @param srcPath
diff --git a/src/main/scala/com/johnsnowlabs/ml/util/LoadExternalModel.scala b/src/main/scala/com/johnsnowlabs/ml/util/LoadExternalModel.scala
index 93cab6a0a89dd7..cd0761f0f9daa3 100644
--- a/src/main/scala/com/johnsnowlabs/ml/util/LoadExternalModel.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/util/LoadExternalModel.scala
@@ -22,6 +22,7 @@ import com.johnsnowlabs.nlp.util.io.{ExternalResource, ReadAs, ResourceHelper}
 import java.io.File
 import java.nio.file.Paths
 import scala.io.Source
+import scala.util.Random
 
 object LoadExternalModel {
 
@@ -228,4 +229,16 @@ object LoadExternalModel {
     f
   }
 
+  /** Generates a random alphanumeric string of a given length.
+    *
+    * @param n
+    *   the length of the generated string
+    * @return
+    *   a random alphanumeric string of length n
+    */
+  def generateRandomString(n: Int): String = {
+    val alphanumeric = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789"
+    (1 to n).map(_ => alphanumeric(Random.nextInt(alphanumeric.length))).mkString
+  }
+
 }
diff --git a/src/main/scala/com/johnsnowlabs/util/ZipArchiveUtil.scala b/src/main/scala/com/johnsnowlabs/util/ZipArchiveUtil.scala
index 8c85f2915561f3..0443471e5080bc 100644
--- a/src/main/scala/com/johnsnowlabs/util/ZipArchiveUtil.scala
+++ b/src/main/scala/com/johnsnowlabs/util/ZipArchiveUtil.scala
@@ -135,7 +135,7 @@ object ZipArchiveUtil {
 
     val zip = new ZipFile(file)
     zip.entries.asScala foreach { entry =>
-      val entryName = if (suffix.isDefined) suffix.get + "_" + entry.getName else entry.getName
+      val entryName = buildEntryName(entry, suffix)
       val entryPath = {
         if (entryName.startsWith(basename))
           entryName.substring(0, basename.length)
@@ -165,4 +165,9 @@ object ZipArchiveUtil {
     destDir.getPath
   }
 
+  private def buildEntryName(entry: ZipEntry, suffix: Option[String]): String = {
+    val entryName = if (suffix.isDefined) suffix.get + "_" + entry.getName else entry.getName
+    entryName.split("_").distinct.mkString("_")
+  }
+
 }