diff --git a/application.py b/application.py
index 9155025..650b213 100644
--- a/application.py
+++ b/application.py
@@ -2,7 +2,7 @@
 import boto3
 import difflib
 import os
-# from dotenv import load_dotenv
+from dotenv import load_dotenv
 from flask import (
     Flask,
     render_template,
@@ -12,10 +12,12 @@
     flash
 )
 
+import openai
+
 from glossary import Glossary
 from helpers import generate_star_rating
 
-# load_dotenv()
+load_dotenv()
 
 
 application = Flask(__name__)
@@ -24,6 +26,9 @@
 # read access key and secret access key from environment variables
 AWS_ACCESS_KEY_ID = os.environ.get('AWS_ACCESS_KEY_ID')
 AWS_SECRET_ACCESS_KEY = os.environ.get('AWS_SECRET_ACCESS_KEY')
+OPENAI_API_KEY = os.environ.get('OPENAI_API_KEY')
+openai.api_key = OPENAI_API_KEY
+
 
 s3 = boto3.client(service_name='s3',
                     aws_access_key_id=AWS_ACCESS_KEY_ID,
@@ -32,9 +37,26 @@
 
 bucket_name = 'snrazavi'
 glossary_file_key = 'Glossary_for_ratings.yaml'
+GENERATE_DESCRIPTION = False
 
 glossary = Glossary("Glossary_for_ratings.yaml", s3, bucket_name, glossary_file_key)
 
+def generate_description(term):
+    prompt = f"Write a brief description of the term '{term}' in the\
+               context of AI and Machine Learning in Persian language.\
+               Possibly provide a few links to learn more about the query"
+
+    response = openai.Completion.create(
+        engine="text-davinci-003",
+        prompt=prompt,
+        max_tokens=500,
+        n=1,
+        stop=None,
+        temperature=0.6,
+    )
+
+    return response.choices[0].text.strip()
+
 
 @application.route("/", methods=["GET", "POST"])
 def index():
@@ -57,9 +79,16 @@ def index():
                 else:
                     return render_template("index.html", not_found=True, term=term)
             else:
-                return render_template(
-                    "index.html", generate_star_rating=generate_star_rating, 
-                    translations=translations, term=term)
+                if GENERATE_DESCRIPTION:
+                    description = generate_description(term)
+                    return render_template(
+                        "index.html", generate_star_rating=generate_star_rating, 
+                        translations=translations, term=term, description=description)
+                else:
+                    return render_template(
+                        "index.html", generate_star_rating=generate_star_rating, 
+                        translations=translations, term=term)
+
         elif "new-english-term" in request.form and "new-persian-translation" in request.form:
             english_term = request.form.get("new-english-term")
             persian_translation = request.form.get("new-persian-translation")
diff --git a/requirements.txt b/requirements.txt
index 8e4edb3..8d6610a 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,17 +1,30 @@
+aiohttp==3.8.4
+aiosignal==1.3.1
+async-timeout==4.0.2
+attrs==23.1.0
 blinker==1.6.2
 boto3==1.26.126
 botocore==1.29.126
+certifi==2022.12.7
+charset-normalizer==3.1.0
 click==8.1.3
 colorama==0.4.6
 Flask==2.3.2
+frozenlist==1.3.3
+idna==3.4
 itsdangerous==2.1.2
 Jinja2==3.1.2
 jmespath==1.0.1
 MarkupSafe==2.1.2
+multidict==6.0.4
+openai==0.27.6
 python-dateutil==2.8.2
 python-dotenv==1.0.0
 PyYAML==6.0
+requests==2.29.0
 s3transfer==0.6.0
 six==1.16.0
+tqdm==4.65.0
 urllib3==1.26.15
-Werkzeug==2.3.3
\ No newline at end of file
+Werkzeug==2.3.3
+yarl==1.9.2
\ No newline at end of file
diff --git a/templates/index.html b/templates/index.html
index d1342db..836966b 100644
--- a/templates/index.html
+++ b/templates/index.html
@@ -49,44 +49,11 @@ <h3>{{ term }}:</h3>
                             {% endfor %}
                         </select>
                         <span class="star-rating" title="Current Rating: {{ translation.rating }}">
-                            {{ generate_star_rating(translation.rating)|safe }}
+                            {{ generate_star_rating(translation.rating)|safe }} ({{ translation.rating_no | default(0) }})
                         </span>
                         <button type="submit" class="btn btn-sm btn-outline-primary">Submit</button>
                     </form>
                 </li>
-                <!-- <li class="list-group-item d-flex justify-content-between align-items-center">
-                    {{ translation.persian }}
-                    <span class="star-rating" title="Rating: {{ translation.rating }}">
-                        {{ generate_star_rating(translation.rating)|safe }}
-                    </span>
-                    <form action="/" method="post" class="d-inline">
-                        <input type="hidden" name="term" value="{{ term }}">
-                        <input type="hidden" name="translation_index" value="{{ loop.index0 }}">
-                        <input type="hidden" name="rating_change" value="1">
-                        <button type="submit" class="btn btn-sm btn-outline-primary">+</button>
-                    </form>
-                    <form action="/" method="post" class="d-inline">
-                        <input type="hidden" name="term" value="{{ term }}">
-                        <input type="hidden" name="translation_index" value="{{ loop.index0 }}">
-                        <input type="hidden" name="rating_change" value="-1">
-                        <button type="submit" class="btn btn-sm btn-outline-primary">-</button>
-                    </form>
-                </li> -->
-                <!-- <li class="list-group-item d-flex justify-content-between align-items-center">
-                    {{ translation.persian }} ({{ translation.rating }})
-                    <form action="/rate_translation" method="post">
-                        <input type="hidden" name="english_term" value="{{ term }}">
-                        <input type="hidden" name="persian_translation" value="{{ translation.persian }}">
-                        <select name="rating" class="form-select form-select-sm">
-                            <option value="1">1</option>
-                            <option value="2">2</option>
-                            <option value="3">3</option>
-                            <option value="4">4</option>
-                            <option value="5">5</option>
-                        </select>
-                        <button type="submit" class="btn btn-sm btn-outline-primary ms-2">Rate</button>
-                    </form>
-                </li> -->
                 {% endfor %}
             </ul>
         </div>
@@ -108,6 +75,13 @@ <h4>Add this term and its translation to the dictionary:</h4>
             </div>
         </form>
         {% endif %}
+
+        {% if description %}
+            <div class="description">
+                <h3>Description</h3>
+                <p>{{ description }}</p>
+        </div>
+{% endif %}
     </div>
 </body>
 </html>
\ No newline at end of file