diff --git a/backend/brand_style.py b/backend/brand_style.py
index 0d819fd..6ef38d0 100644
--- a/backend/brand_style.py
+++ b/backend/brand_style.py
@@ -17,7 +17,7 @@ class BrandStyleManager:
     
     def _load_brand_voice(self) -> Dict[str, Any]:
         """Load brand voice guidelines from JSON."""
-        file_path = "data/style_guidelines/brand_voice.json"
+        file_path = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "data", "style_guidelines", "brand_voice.json"))
         if os.path.exists(file_path):
             with open(file_path, 'r', encoding='utf-8') as f:
                 return json.load(f)
@@ -25,7 +25,8 @@ class BrandStyleManager:
     
     def _load_sample_campaigns(self) -> List[Dict[str, Any]]:
         """Load sample campaigns from JSON."""
-        file_path = "data/past_campaigns/sample_campaigns.json"
+        
+        file_path = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "data", "past_campaigns", "sample_campaigns.json"))
         if os.path.exists(file_path):
             with open(file_path, 'r', encoding='utf-8') as f:
                 data = json.load(f)
diff --git a/backend/copywriter.py b/backend/copywriter.py
index 6bf59fa..ab75b38 100644
--- a/backend/copywriter.py
+++ b/backend/copywriter.py
@@ -3,6 +3,8 @@ import requests
 import json
 from config import settings
 from brand_style import BrandStyleManager
+from embeddings import CohereEmbeddings
+from vector_store import VectorStore
 
 class MarketingCopywriter:
     def __init__(self, brand_style_manager: BrandStyleManager):
@@ -52,10 +54,10 @@ class MarketingCopywriter:
                     Generate the marketing copy:
                     """
 
-    def generate_copy(self, prompt: str, context: List[Dict], content_type: str, tone: str,
-                     brand_voice: Dict[str, Any], sample_campaigns: List[Dict[str, Any]]) -> str:
+    def generate_copy(self, prompt: str, context: List[Dict],  tone: str,
+                     brand_voice: Dict[str, Any], sample_campaigns) -> str:
         """Generate marketing copy using DeepSeek."""
-        full_prompt = self._build_prompt(prompt, context, content_type, tone, brand_voice, sample_campaigns)
+        full_prompt = self._build_prompt(prompt, context, tone, brand_voice, sample_campaigns)
         
         headers = {
             "Authorization": f"Bearer {self.api_key}",
@@ -79,10 +81,13 @@ class MarketingCopywriter:
 
 def generate_marketing_copy(prompt: str) -> str:
     """Helper function to generate marketing copy."""
-    brand_style_manager = BrandStyleManager()
+    embeddings = CohereEmbeddings()
+    vector_store = VectorStore()
+    brand_style_manager = BrandStyleManager(embeddings, vector_store)
     copywriter = MarketingCopywriter(brand_style_manager)
     context = brand_style_manager.get_relevant_context(prompt)
     tone = "professional and empathetic"
     brand_voice = brand_style_manager.get_brand_voice()
     sample_campaigns = brand_style_manager.get_sample_campaigns()
+    print(sample_campaigns)
     return copywriter.generate_copy(prompt, context, tone, brand_voice, sample_campaigns) 
\ No newline at end of file
diff --git a/backend/main.py b/backend/main.py
index e935bda..e208165 100644
--- a/backend/main.py
+++ b/backend/main.py
@@ -11,7 +11,6 @@ import datetime
 app = Flask(__name__)
 
 # Initialize brand style manager
-brand_style_manager = BrandStyleManager()
 data_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "data"))
 campaign_prompt = []
 
@@ -35,7 +34,6 @@ def root():
     global prompt
     if request.method == 'POST':
         prompt = request.form.get('prompt')
-        campaign_prompt.pop()
         campaign_prompt.append(prompt)
         marketing_copy = generate_marketing_copy(prompt)
         return render_template('index.html', generated_copy=marketing_copy)
diff --git a/data/past_campaigns/campaigns.json b/data/past_campaigns/campaigns.json
index 6003ecf..d8c4b4e 100644
--- a/data/past_campaigns/campaigns.json
+++ b/data/past_campaigns/campaigns.json
@@ -6,9 +6,9 @@
             "timestamp": "2025-04-18T19:43:30.474972"
         },
         {
-            "prompt": "chair company",
-            "content": "Subject: Elevate Your Workspace with Premium Comfort  \r\n\r\nHi [Name],  \r\n\r\nYour workspace should inspire productivity and comfort\u2014without compromise. Whether you're building your business from home or leading a team in the office, the right chair can transform.\r\n\r\nHere\u2019s what you deserve:  \r\n- **Ergonomic support** to keep you focused and pain-free  \r\n- **Timeless design** that complements your professional aesthetic  \r\n- **Durable craftsmanship** for long-lasting performance  \r\n- **Adjustable features** tailored to your unique needs  \r\n\r\nDon\u2019t settle for discomfort. Upgrade to a chair that supports your ambition and reflects your standards.  \r\n\r\nExplore your options now: [Link]  \r\n\r\nWarmly,  \r\n[Your Name]  \r\n\r\nP.S. Limited stock available\u2014prioritize your comfort today.",
-            "timestamp": "2025-04-18T19:52:34.117453"
+            "prompt": "generate a marketing campaign for a TV company",
+            "content": "**Subject:** Elevate Your Entertainment Experience with Premium TV  \r\n\r\n**Header:** Transform How You Watch TV  \r\n\r\nDear Waqas.\r\n\r\nAre you tired of settling for mediocre entertainment? It\u2019s time to upgrade your TV experience with cutting-edge technology, unbeatable content, and seamless streaming\u2014all tailored to your lifestyle.  \r\n\r\nHere\u2019s what you\u2019ll enjoy with our premium TV service:  \r\n- **Unmatched clarity:** Crystal-clear 4K resolution for a theater-like experience at home  \r\n- **Endless content:** Thousands of shows, movies, and live sports at your fingertips  \r\n- **Personalized recommendations:** Discover new favorites curated just for you  \r\n- **Flexible viewing:** Watch anytime, anywhere, on any device  \r\n\r\nTake control of your entertainment and never miss a moment of what you love.  \r\n\r\n**Ready to upgrade?** [Sign up now] and start your premium TV journey today.  \r\n\r\nWarmly,  \r\n[Your Name]  \r\n[Company Name]  \r\n\r\n---  \r\n\r\n**Follow-Up Email Subject:** Your Invitation to Unlimited Entertainment  \r\n\r\n**Header:** Don\u2019t Just Watch TV\u2014Experience It  \r\n\r\nHi [Name],  \r\n\r\nImagine flipping through channels and finding exactly what you want, every time. No more scrolling fatigue, no more compromises. With our TV service, you get:  \r\n- **Ad-free options:** Binge without interruptions  \r\n- **Exclusive originals:** Access shows you won\u2019t find anywhere else  \r\n- **Smart features:** Voice control and intuitive navigation for effortless viewing  \r\n\r\nYour entertainment should work for you, not the other way around.  \r\n\r\n**Join now:** [Link] and unlock a world of premium content.  \r\n\r\nTo your entertainment success,  \r\n[Your Name]  \r\n[Company Name]  \r\n\r\n---  \r\n\r\n**Final Reminder Subject:** Last Chance: Your Premium TV Awaits  \r\n\r\n**Header:** Your Best TV Experience Starts Today  \r\n\r\nHello [Name],  \r\n\r\nThis is your final opportunity to elevate your TV setup with:  \r\n- **Dedicated customer support:** We\u2019re here 24/7 to ensure flawless streaming  \r\n- **No hidden fees:** Transparent pricing, no surprises  \r\n- **30-day trial:** Experience the difference risk-free  \r\n\r\nDon\u2019t wait\u2014great entertainment shouldn\u2019t be put on hold.  \r\n\r\n**Act now:** [Link] and start watching smarter.  \r\n\r\nBest regards,  \r\n[Your Name]  \r\n[Company Name]",
+            "timestamp": "2025-04-18T22:24:00.616677"
         }
     ]
 }
\ No newline at end of file