diff --git a/docs/api/translate.rst b/docs/api/translate.rst
index 093fbc38a..89b4537ac 100644
--- a/docs/api/translate.rst
+++ b/docs/api/translate.rst
@@ -16,3 +16,5 @@ Modules
    :members: translate
 .. autoclass:: ZhThTranslator
    :members: translate
+.. autoclass:: Translate
+   :members:
diff --git a/pythainlp/translate/__init__.py b/pythainlp/translate/__init__.py
index 86004eaba..93a473277 100644
--- a/pythainlp/translate/__init__.py
+++ b/pythainlp/translate/__init__.py
@@ -8,9 +8,12 @@
     "ThEnTranslator",
     "download_model_all",
     "ThZhTranslator",
-    "ZhThTranslator"
+    "ZhThTranslator",
+    "Translate"
 ]
 
+from pythainlp.translate.core import Translate
+
 from pythainlp.translate.en_th import (
     EnThTranslator,
     ThEnTranslator,
diff --git a/pythainlp/translate/core.py b/pythainlp/translate/core.py
new file mode 100644
index 000000000..27bbac581
--- /dev/null
+++ b/pythainlp/translate/core.py
@@ -0,0 +1,43 @@
+# -*- coding: utf-8 -*-
+
+
+class Translate:
+    def __init__(self, src_lang: str, target_lang: str) -> None:
+        """
+        :param str src_lang: source language
+        :param str target_lang: target language
+
+        **Options for source & target language**
+            * *th* - *en* - Thai to English
+            * *en* - *th* - English to Thai
+            * *th* - *zh* - Thai to Chinese
+            * *zh* - *th* - Chinese to Thai
+        """
+        self.model = None
+        self.load_model(src_lang, target_lang)
+
+    def load_model(self, src_lang: str, target_lang: str):
+        if src_lang == "th" and target_lang == "en":
+            from pythainlp.translate.en_th import ThEnTranslator
+            self.model = ThEnTranslator()
+        elif src_lang == "en" and target_lang == "th":
+            from pythainlp.translate.en_th import EnThTranslator
+            self.model = EnThTranslator()
+        elif src_lang == "th" and target_lang == "zh":
+            from pythainlp.translate.zh_th import ThZhTranslator
+            self.model = ThZhTranslator()
+        elif src_lang == "zh" and target_lang == "th":
+            from pythainlp.translate.zh_th import ZhThTranslator
+            self.model = ZhThTranslator()
+        else:
+            raise ValueError("Not support language!")
+
+    def translate(self, text) -> str:
+        """
+        Translate text
+
+        :param str text: input text in source language
+        :return: translated text in target language
+        :rtype: str
+        """
+        return self.model.translate(text)
diff --git a/tests/test_translate.py b/tests/test_translate.py
index b9a78c352..7da13e7f5 100644
--- a/tests/test_translate.py
+++ b/tests/test_translate.py
@@ -7,7 +7,8 @@
     ThEnTranslator,
     ThZhTranslator,
     ZhThTranslator,
-    download_model_all
+    download_model_all,
+    Translate
 )
 
 
@@ -38,3 +39,29 @@ def test_translate(self):
                 "我爱你",
             )
         )
+        self.th_en_translator = Translate('th', 'en')
+        self.assertIsNotNone(
+            self.th_en_translator.translate(
+                "แมวกินปลา",
+            )
+        )
+        self.en_th_translator = Translate('en', 'th')
+        self.assertIsNotNone(
+            self.en_th_translator.translate(
+                "the cat eats fish.",
+            )
+        )
+        self.th_zh_translator = Translate('th', 'zh')
+        self.assertIsNotNone(
+            self.th_zh_translator.translate(
+                "ผมรักคุณ",
+            )
+        )
+        self.zh_th_translator = Translate('zh', 'th')
+        self.assertIsNotNone(
+            self.zh_th_translator.translate(
+                "我爱你",
+            )
+        )
+        with self.assertRaises(ValueError):
+            self.th_cat_translator = Translate('th', 'cat')