diff --git a/api/gpt.py b/api/gpt.py
index 88d5f6adc..73524eee0 100644
--- a/api/gpt.py
+++ b/api/gpt.py
@@ -50,8 +50,11 @@ def __init__(self,
                  input_suffix="\n",
                  output_prefix="output: ",
                  output_suffix="\n\n",
-                 append_output_prefix_to_query=False):
+                 append_output_prefix_to_query=False,
+                 premise_prefix="",
+                 premise_suffix="\n\n"):
         self.examples = {}
+        self.premise = ""
         self.engine = engine
         self.temperature = temperature
         self.max_tokens = max_tokens
@@ -60,6 +63,8 @@ def __init__(self,
         self.output_prefix = output_prefix
         self.output_suffix = output_suffix
         self.append_output_prefix_to_query = append_output_prefix_to_query
+        self.premise_prefix = premise_prefix
+        self.premise_suffix = premise_suffix
         self.stop = (output_suffix + input_prefix).strip()
 
     def add_example(self, ex):
@@ -70,6 +75,10 @@ def add_example(self, ex):
         assert isinstance(ex, Example), "Please create an Example object."
         self.examples[ex.get_id()] = ex
 
+    def set_premise(self, premise):
+        """Sets a premise on the object. """
+        self.premise = premise
+
     def delete_example(self, id):
         """Delete example with the specific id."""
         if id in self.examples:
@@ -102,7 +111,11 @@ def get_max_tokens(self):
 
     def craft_query(self, prompt):
         """Creates the query for the API request."""
-        q = self.get_prime_text(
+        if self.premise:
+            q = self.premise_prefix + self.premise + self.premise_suffix
+        else:
+            q = ""
+        q = q + self.get_prime_text(
         ) + self.input_prefix + prompt + self.input_suffix
         if self.append_output_prefix_to_query:
             q = q + self.output_prefix
diff --git a/examples/run_twitter_fiction_app.py b/examples/run_twitter_fiction_app.py
new file mode 100644
index 000000000..b5840c4e2
--- /dev/null
+++ b/examples/run_twitter_fiction_app.py
@@ -0,0 +1,40 @@
+import os
+import sys
+sys.path.append(os.path.dirname(os.path.dirname(os.path.realpath(__file__))))
+
+from api import GPT, Example, UIConfig
+from api import demo_web_app
+
+PROMPT_EXAMPLE_URL = "https://raw.githubusercontent.com/ml4j/gpt-scrolls/master/tweets/twitter-fiction-prompt.json"
+TEMPLATE_EXAMPLE_URL = "https://raw.githubusercontent.com/ml4j/gtp-3-prompt-templates/master/question-answer/default/templates/question_answer_template_2.json"
+
+import requests
+import json
+
+prompt_example_json = json.loads(requests.get(PROMPT_EXAMPLE_URL).text)
+template_json = json.loads(requests.get(TEMPLATE_EXAMPLE_URL).text)
+
+# Construct GPT object and show some examples
+gpt = GPT(engine="davinci",
+          temperature=1.1,
+          max_tokens=100,
+          input_prefix=template_json['questionPrefix'],
+          input_suffix=template_json['questionSuffix'],
+          output_prefix=template_json['answerPrefix'],
+          output_suffix=template_json['answerSuffix'],
+          append_output_prefix_to_query=False,
+          premise_prefix=template_json['premisePrefix'],
+          premise_suffix=template_json['premiseSuffix'])
+
+gpt.set_premise(prompt_example_json['premise'])
+
+for example in prompt_example_json['questionsAndAnswers']:
+    gpt.add_example(Example(example['question'], example['answer']))
+
+# Define UI configuration
+config = UIConfig(description="Twitter Fiction",
+                  button_text="Generate",
+                  placeholder=prompt_example_json['defaultPromptQuestion'])
+
+
+demo_web_app(gpt, config)