diff --git a/indicoio/utils/multi.py b/indicoio/utils/multi.py
index ae7b704..78ca691 100644
--- a/indicoio/utils/multi.py
+++ b/indicoio/utils/multi.py
@@ -1,6 +1,6 @@
 from indicoio.config import TEXT_APIS, IMAGE_APIS, API_NAMES
 from indicoio.utils.errors import IndicoError
-from indicoio.utils import api_handler
+from indicoio.utils import api_handler, image_preprocess
 
 
 CLIENT_SERVER_MAP = dict((api, api.strip().replace("_", "").lower()) for api in API_NAMES)
@@ -96,7 +96,7 @@ def predict_image(image, apis=IMAGE_APIS, cloud=None, batch=False, api_key=None,
 
     return multi(
         api="apis",
-        data=image,
+        data=image_preprocess(image, batch=batch),
         type="image",
         available=IMAGE_APIS,
         cloud=cloud,
diff --git a/tests/test_remote.py b/tests/test_remote.py
index 32736db..dcb0f81 100644
--- a/tests/test_remote.py
+++ b/tests/test_remote.py
@@ -115,27 +115,13 @@ class BatchAPIRun(unittest.TestCase):
         self.assertTrue(isinstance(response, list))
         self.assertTrue(response[0]['English'] > 0.25)
 
-    def test_multi_api_image(self):
-        test_data = generate_array((48,48))
-        response = predict_image(test_data, apis=config.IMAGE_APIS, api_key=self.api_key)
-
-        self.assertTrue(isinstance(response, dict))
-        self.assertTrue(set(response.keys()) == set(config.IMAGE_APIS))
-
-    def test_multi_api_text(self):
-        test_data = 'clearly an english sentence'
-        response = predict_text(test_data, apis=config.TEXT_APIS, api_key=self.api_key)
-
-        self.assertTrue(isinstance(response, dict))
-        self.assertTrue(set(response.keys()) == set(config.TEXT_APIS))
-
     def test_batch_multi_api_image(self):
-        test_data = [generate_array((48,48))]
+        test_data = [generate_array((48,48)), generate_int_array((48,48))]
         response = batch_predict_image(test_data, apis=config.IMAGE_APIS, api_key=self.api_key)
 
         self.assertTrue(isinstance(response, dict))
         self.assertTrue(set(response.keys()) == set(config.IMAGE_APIS))
-
+        self.assertTrue(isinstance(response["fer"], list))
 
     def test_batch_multi_api_text(self):
         test_data = ['clearly an english sentence']
@@ -179,6 +165,9 @@ class BatchAPIRun(unittest.TestCase):
 
 class FullAPIRun(unittest.TestCase):
 
+    def setUp(self):
+        self.api_key = config.api_key
+
     def load_image(self, relpath, as_grey=False):
         im = Image.open(os.path.normpath(os.path.join(DIR, relpath))).convert('L');
         pixels = list(im.getdata())
@@ -239,6 +228,14 @@ class FullAPIRun(unittest.TestCase):
         self.assertTrue(isinstance(response, dict))
         self.assertEqual(fer_set, set(response.keys()))
 
+    def test_good_int_array_fer(self):
+        fer_set = set(['Angry', 'Sad', 'Neutral', 'Surprise', 'Fear', 'Happy'])
+        test_face = generate_int_array((48,48))
+        response = fer(test_face)
+
+        self.assertTrue(isinstance(response, dict))
+        self.assertEqual(fer_set, set(response.keys()))
+
     def test_happy_fer(self):
         test_face = self.load_image("data/happy.png", as_grey=True)
         response = fer(test_face)
@@ -273,6 +270,15 @@ class FullAPIRun(unittest.TestCase):
         self.assertEqual(len(response), 48)
         self.check_range(response)
 
+    def test_good_int_array_facial_features(self):
+        fer_set = set(['Angry', 'Sad', 'Neutral', 'Surprise', 'Fear', 'Happy'])
+        test_face = generate_int_array((48,48))
+        response = facial_features(test_face)
+
+        self.assertTrue(isinstance(response, list))
+        self.assertEqual(len(response), 48)
+        self.check_range(response)
+
     # TODO: uncomment this test once the remote server is updated to
     # deal with image_urls
     # def test_image_url(self):
@@ -299,6 +305,21 @@ class FullAPIRun(unittest.TestCase):
         self.assertEqual(len(response), 2048)
         self.check_range(response)
 
+    def test_multi_api_image(self):
+        test_data = generate_array((48,48))
+        response = predict_image(test_data, apis=config.IMAGE_APIS, api_key=self.api_key)
+
+        self.assertTrue(isinstance(response, dict))
+        self.assertTrue(set(response.keys()) == set(config.IMAGE_APIS))
+
+    def test_multi_api_text(self):
+        test_data = 'clearly an english sentence'
+        response = predict_text(test_data, apis=config.TEXT_APIS, api_key=self.api_key)
+
+        self.assertTrue(isinstance(response, dict))
+        self.assertTrue(set(response.keys()) == set(config.TEXT_APIS))
+
+
     def test_language(self):
         language_set = set([
             'English',
@@ -390,6 +411,9 @@ def flatten(container):
 def generate_array(size):
     return [[random.random() for _ in xrange(size[0])] for _ in xrange(size[1])]
 
+def generate_int_array(size):
+    return [[random.randint(0, 50) for _ in xrange(size[0])] for _ in xrange(size[1])]
+
 
 if __name__ == "__main__":
     unittest.main()