diff --git a/tests/locustfile-functional.py b/tests/locustfile-functional.py
new file mode 100644
index 0000000..4effb4f
--- /dev/null
+++ b/tests/locustfile-functional.py
@@ -0,0 +1,68 @@
+from locust import task, between, SequentialTaskSet
+from locust.contrib.fasthttp import FastHttpUser
+from locust import events
+import json
+import logging
+import subprocess
+
+@events.quitting.add_listener
+def _(environment, **kw):
+    if environment.stats.total.fail_ratio > 0.02:
+        logging.error("Test failed due to failure ratio > 2%")
+        environment.process_exit_code = 1
+    elif environment.stats.total.avg_response_time > 300:
+        logging.error("Test failed due to average response time ratio > 300 ms")
+        environment.process_exit_code = 1
+    elif environment.stats.total.get_response_time_percentile(0.95) > 800:
+        logging.error("Test failed due to 95th percentile response time > 800 ms")
+        environment.process_exit_code = 1
+    else:
+        environment.process_exit_code = 0
+
+class QuickStartUser(SequentialTaskSet):
+    wait_time = between(0.1,0.2)
+
+    @task
+    def captcha(self):
+        # TODO: Iterate over parameters for a more comprehensive test
+        captcha_params = {"level":"debug","media":"image/png","input_type":"text"}
+
+        resp = self.client.post(path="/v1/captcha", json=captcha_params, name="/captcha")
+        if resp.status_code != 200:
+            print("\nError on /captcha endpoint: ")
+            print(resp)
+            print(resp.text)
+            print("----------------END.CAPTCHA-------------------\n\n")
+        
+        uuid = resp.json().get("id")
+
+        resp = self.client.get(path="/v1/media?id=%s" % uuid, name="/media", stream=True)
+        if resp.status_code != 200:
+            print("\nError on /media endpoint: ")
+            print(resp)
+            print(resp.text)
+            print("----------------END.MEDIA-------------------\n\n")
+
+        media = resp.content
+        mediaFileName = "tests/test-%s.png" % uuid
+        with open(mediaFileName, "wb") as f:
+            f.write(media)
+        ocrResult = subprocess.Popen("gocr %s" % mediaFileName, shell=True, stdout=subprocess.PIPE)
+        ocrAnswer = ocrResult.stdout.readlines()[0].strip().decode()
+
+        answerBody = {"answer": ocrAnswer,"id": uuid}
+        with self.client.post(path='/v1/answer', json=answerBody, name="/answer", catch_response=True) as resp:
+          if resp.status_code != 200:
+              print("\nError on /answer endpoint: ")
+              print(resp)
+              print(resp.text)
+              print("----------------END.ANSWER-------------------\n\n")
+          else:
+            if resp.json().get("result") != "True":
+              resp.failure("Answer was not accepted")
+
+
+class User(FastHttpUser):
+    wait_time = between(0.1,0.2)
+    tasks = [QuickStartUser]
+    host = "http://localhost:8888"
diff --git a/tests/run.sh b/tests/run.sh
index 0d10e93..b00e7fa 100755
--- a/tests/run.sh
+++ b/tests/run.sh
@@ -10,6 +10,14 @@ sleep 4
 locust --headless -u 300 -r 100 --run-time 4m --stop-timeout 30 -f tests/locustfile.py
 status=$?
 
-kill $JAVA_PID
+if [ $status != 0 ]; then
+  kill $JAVA_PID
+  exit $status
+fi
 
+echo Run functional test
+locust --headless -u 1 -r 1 --run-time 1m --stop-timeout 30 -f tests/locustfile-functional.py
+status=$?
+
+kill $JAVA_PID
 exit $status