Update app.py

app.py

@@ -344,16 +344,359 @@ def google_search_tool(query: str):
 tools = [knowledge_base_tool, google_search_tool]
 
 prompt_message = f"""
-You are an expert copywriter specializing in creating high-quality marketing content that integrates Trustlogic six trustbucket trustbuilders into various content formats. Your goal is to produce **compelling, factual, and well-structured material** that adheres strictly to the following guidelines and  based on the knowledge base strictly. While prompts may mention Stability Trust, Development Trust, etc., **do not include "trust" or trust buckets literally** in the final copy.
-*Critical INSTRUCTIONS*:
-- **Avoid Prohibited Terms**: Strictly avoid mentioning any of these terms directly: "trust,","beacon of hope","realm" "trust buckets," or any category names (like Development, Stability, competence,relationship,vision,stability) in the content.
+import logging
+import os
+import streamlit as st
+from dotenv import load_dotenv
+import openai
+from langchain_openai import ChatOpenAI
+from langchain_community.vectorstores import FAISS
+from langchain_openai import OpenAIEmbeddings
+from langchain.prompts import ChatPromptTemplate, MessagesPlaceholder
+from langchain.agents import tool, AgentExecutor
+from langchain.agents.output_parsers.openai_tools import OpenAIToolsAgentOutputParser
+from langchain.agents.format_scratchpad.openai_tools import format_to_openai_tool_messages
+from langchain_core.messages import AIMessage, HumanMessage
+from langchain_community.document_loaders import TextLoader
+from langchain_text_splitters import CharacterTextSplitter
+import serpapi
+import requests
+import streamlit.components.v1 as components
+import smtplib
+from email.mime.multipart import MIMEMultipart
+from datetime import datetime
+import pandas as pd
+import re
+import random
+from bs4 import BeautifulSoup
+import smtplib
+from email.mime.multipart import MIMEMultipart
+from email.mime.text import MIMEText
+from markdownify import markdownify
+
+# Initialize logging and load environment variables
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+load_dotenv()
+
+
+
+
+# Define and validate API keys
+openai_api_key = os.getenv("OPENAI_API_KEY")
+serper_api_key = os.getenv("SERPER_API_KEY")
+
+if not openai_api_key or not serper_api_key:
+    logger.error("API keys are not set properly.")
+    raise ValueError("API keys for OpenAI and SERPER must be set in the .env file.")
+
+openai.api_key = openai_api_key
+
+
+st.markdown("""
+    <style>
+    .custom-image img {
+        width: 100px;  /* Set the width to make the image smaller */
+        height: auto;  /* Keep the aspect ratio */
+    }
+    </style>
+    """, unsafe_allow_html=True)
+if "chat_started" not in st.session_state:
+    st.session_state["chat_started"] = False
+if 'previous_trust_tip' not in st.session_state:
+    st.session_state.previous_trust_tip = None
+if 'previous_suggestion' not in st.session_state:
+    st.session_state.previous_suggestion = None
+
+if 'used_trust_tips' not in st.session_state:
+    st.session_state.used_trust_tips = set()
+if 'used_suggestions' not in st.session_state:
+    st.session_state.used_suggestions = set()
+    
+def copy_to_clipboard(text):
+    """Creates a button to copy text to clipboard."""
+    escaped_text = text.replace('\n', '\\n').replace('"', '\\"')
+    copy_icon_html = f"""
+    <style>
+    .copy-container {{
+        position: relative;
+        margin-top: 10px;
+        padding-bottom: 30px; /* Space for the button */
+        font-size: 0; /* Hide extra space */
+    }}
+    .copy-button {{
+        background: none;
+        border: none;
+        color: #808080; /* Grey color */
+        cursor: pointer;
+        font-size: 18px; /* Adjust icon size */
+        position: absolute;
+        bottom: 0;
+        right: 0;
+    }}
+    .copy-button:hover {{
+        color: #606060; /* Darker grey on hover */
+    }}
+    .copy-message {{
+        font-size: 12px;
+        color: #4CAF50;
+        margin-left: 10px;
+        display: none;
+    }}
+    </style>
+    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0-beta3/css/all.min.css">
+    <div class="copy-container">
+        <button class="copy-button" onclick="copyToClipboard()">
+            <i class="fas fa-copy"></i>
+        </button>
+        <span class="copy-message" id="copy_message">Copied!</span>
+    </div>
+    
+    <script>
+    function copyToClipboard() {{
+        var textArea = document.createElement("textarea");
+        textArea.value = "{escaped_text}";
+        document.body.appendChild(textArea);
+        textArea.select();
+        document.execCommand("copy");
+        document.body.removeChild(textArea);
+        
+        var copyMessage = document.getElementById("copy_message");
+        copyMessage.style.display = "inline";
+        setTimeout(function() {{
+            copyMessage.style.display = "none";
+        }}, 2000);
+    }}
+    </script>
+    """
+    components.html(copy_icon_html, height=60)
+
+
+def send_feedback_via_email(name, email, feedback):
+    """Sends an email with feedback details."""
+    smtp_server = 'smtp.office365.com'  
+    smtp_port = 465  # Typically 587 for TLS, 465 for SSL
+    smtp_user = os.getenv("EMAIL_ADDRESS") 
+    smtp_password = os.getenv("Password")   
+
+    msg = MIMEMultipart()
+    msg['From'] = smtp_user
+    msg['To'] = "wajahat698@gmail.com"
+    msg['Subject'] = 'Feedback Received'
+    
+    body = f"Feedback received from {name}:\n\n{feedback}"
+    msg.attach(MIMEText(body, 'plain'))
+
+    try:
+        with smtplib.SMTP(smtp_server, smtp_port, timeout=10) as server:
+            server.set_debuglevel(1)  # Enable debug output for troubleshooting
+            server.starttls()  
+            server.login(smtp_user, smtp_password)
+            server.sendmail(smtp_user, email, msg.as_string())
+            st.success("Feedback sent via email successfully!")
+    except smtplib.SMTPConnectError:
+        st.error("Failed to connect to the SMTP server. Check server settings and network connectivity.")
+    except smtplib.SMTPAuthenticationError:
+        st.error("Authentication failed. Check email and password.")
+    except Exception as e:
+        st.error(f"Error sending email: {e}")
+
+
+
+def clean_text(text):
+    text = text.replace('\\n', '\n')
+
+    # Remove all HTML tags, including nested structures
+    text = re.sub(r'<[^>]*>', '', text)
+    # Remove any remaining < or > characters
+    text = text.replace('<', '').replace('>', '')
+    text = re.sub(r'<[^>]+>', '', text)
+    text = re.sub(r'(\d+)\s*(B|M|T|billion|million|trillion)', lambda m: f"{m.group(1)} {m.group(2)}", text)    
+    text = re.sub(r'(\d)\s*([a-zA-Z])', r'\1 \2', text)  # Fix numbers next to letters
+    text = re.sub(r'(\d+)\s+([a-zA-Z])', r'\1 \2', text)  # Fix broken numbers and words
+    text = re.sub(r'<span class="(mathnormal|mord)">.*?</span>', '', text, flags=re.DOTALL)
+
+    # Split the text into paragraphs
+    paragraphs = text.split('\n\n')
+    
+    cleaned_paragraphs = []
+    for paragraph in paragraphs:
+        lines = paragraph.split('\n')
+        cleaned_lines = []
+        for line in lines:
+            # Preserve bold formatting for headings
+            if line.strip().startswith('**') and line.strip().endswith('**'):
+                cleaned_line = line.strip()
+            else:
+                # Remove asterisks, special characters, and fix merged text
+                cleaned_line = re.sub(r'\*|\−|\∗', '', line)
+                cleaned_line = re.sub(r'([a-z])([A-Z])', r'\1 \2', cleaned_line)
+            
+            # Handle bullet points
+            if cleaned_line.strip().startswith('-'):
+                cleaned_line = '\n' + cleaned_line.strip()
+            
+            # Remove extra spaces
+          
+            cleaned_lines.append(cleaned_line)
+        
+        # Join the lines within each paragraph
+        cleaned_paragraph = '\n'.join(cleaned_lines)
+        cleaned_paragraphs.append(cleaned_paragraph)
+    
+    # Join the paragraphs back together
+    cleaned_text = '\n\n'.join(para for para in cleaned_paragraphs if para)
+    return cleaned_text
+    
+
+
+  
+
+def get_trust_tip_and_suggestion():
+    trust_tip = random.choice(trust_tips)
+    suggestion = random.choice(suggestions)
+    return trust_tip, suggestion
+
+
+
+def side():        
+    with st.sidebar.form(key='feedback_form'):
+    
+        st.image( "Trust Logic_Wheel_RGB_Standard.png")
+        st.header("Let's create something great.")
+        st.markdown("Our minds assess trust through Six Buckets of Trust® and determine their importance and order in a given situation. We then evaluate why we can or can’t trust someone in these Buckets. Trustifier.ai®, trained on 20 years of TrustLogic® application, helps you identify reasons why your audience can trust you in each Bucket and create trust-optimised solutions. It’s copy AI with substance.")
+        st.markdown("""
+                    <style>
+                        .stability { color: rgb(7, 55, 99); font-size: 24px; font-weight: bold; }
+                        .development { color: rgb(241, 194, 50); font-size: 24px; font-weight: bold; }
+                        .relationship { color: rgb(204, 0, 0); font-size: 24px; font-weight: bold; }
+                        .benefit { color: rgb(56, 118, 29); font-size: 24px; font-weight: bold; }
+                        .vision { color: rgb(255, 153, 0); font-size: 24px; font-weight: bold; }
+                        .competence { color: rgb(111, 168, 220); font-size: 24px; font-weight: bold; }
+                    </style>
+    
+                    <h3 class="stability">Stability Trust:</h3>
+                    <p>Why can I trust you to have built a strong and stable foundation?</p>
+    
+                    <h3 class="development">Development Trust:</h3>
+                    <p>Why can I trust you to develop well in the future?</p>
+    
+                    <h3 class="relationship">Relationship Trust:</h3>
+                    <p>What appealing relationship qualities can I trust you for?</p>
+    
+                    <h3 class="benefit">Benefit Trust:</h3>
+                    <p>What benefits can I trust you for?</p>
+    
+                    <h3 class="vision">Vision Trust:</h3>
+                    <p>What Vision and Values can I trust you for?</p>
+    
+                    <h3 class="competence">Competence Trust:</h3>
+                    <p>What competencies can I trust you for?</p>
+                    """, unsafe_allow_html=True)
+        st.markdown("For detailed descriptions, visit [Academy](https://www.trustifier.ai/account/academy)")
+    
+        
+    
+    
+    
+        feedback_name = st.text_input("Name")
+        feedback_email_input = st.text_input("Email")
+        feedback_text = st.text_area("Feedback")
+
+        # Submit button within the form
+        submit_button = st.form_submit_button("Submit Feedback")
+        if submit_button:
+            if feedback_name and feedback_email_input and feedback_text:
+                with st.spinner('Sending email'):
+                    send_feedback_via_email(feedback_name, feedback_email_input, feedback_text)
+                    st.success("Thank you for your feedback!")
+            else:
+                st.error("Please fill in all fields.")
+
+
+
 
+side()
+# Load knowledge base
+def load_knowledge_base():
+    try:
+        loader = TextLoader("./data_source/time_to_rethink_trust_book.md")
+        documents = loader.load()
+        text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)
+        docs = text_splitter.split_documents(documents)
+        return docs
+    except Exception as e:
+        logger.error(f"Error loading knowledge base: {e}")
+        raise e
+
+knowledge_base = load_knowledge_base()
+
+# Initialize embeddings and FAISS index
+embeddings = OpenAIEmbeddings()
+db = FAISS.from_documents(knowledge_base, embeddings)
+
+# Define search functions
+def search_knowledge_base(query):
+    try:
+        output = db.similarity_search(query)
+        return output
+    except Exception as e:
+        logger.error(f"Error searching knowledge base: {e}")
+        return ["Error occurred during knowledge base search"]
+    
+def google_search(query):
+    try:
+        search_client = serpapi.Client(api_key=serper_api_key)
+        results = search_client.search({"engine": "google", "q": query})
+        snippets = [result["snippet"] for result in results.get("organic_results", [])]
+        return snippets
+    except Exception as e:
+        logger.error(f"Error in Google search: {e}")
+        return ["Error occurred during Google search"]
+        
+
+
+# RAG response function
+def rag_response(query):
+    try:
+        # Directly search for the exact term in the knowledge base
+        retrieved_docs = search_knowledge_base(query)
+        context = "\n".join(doc.page_content for doc in retrieved_docs)
+        
+        # Prepare the prompt with the retrieved context
+        prompt = f"Context:\n{context}\n\nQuestion: {query}\nAnswer:"
+        llm = ChatOpenAI(model="gpt-4o", temperature=0.5, api_key=openai_api_key)
+        response = llm.invoke(prompt)
+        
+        # Replace terms in the final output as per your restrictions
+        response_content = response.content
+        
+        return response_content
+    except Exception as e:
+        logger.error(f"Error generating RAG response: {e}")
+        return "Error occurred during RAG response generation"
+
+# Define tools
+@tool
+def knowledge_base_tool(query: str):
+    """Query the knowledge base and retrieve a response."""
+    return rag_response(query)
+
+@tool
+def google_search_tool(query: str):
+    """Perform a Google search using the SERPER API."""
+    return google_search(query)
+
+tools = [knowledge_base_tool, google_search_tool]
+
+prompt_message = f"""
+You are an expert copywriter specializing in creating high-quality marketing content that integrates trust-building elements into various content formats. Your goal is to produce **compelling, factual, and well-structured material** that adheres strictly to the following guidelines and  based on the knowledge base strictly. While prompts may mention Stability Trust, Development Trust, etc., **do not include "trust" or trust buckets literally** in the final copy.
+*Critical INSTRUCTIONS*:
 - **Consistency**: Maintain a uniform format across all content types.
 - **Tone**:
   - Use an active, engaging, and direct tone.
   - **Avoid any flowery, exaggerated, or overly emotional language.** Eliminate any typical AI jargon such as “cutting-edge,” “leading,” or other repetitive phrases. Be precise.
-- **Mandatory Specificity**:
-    Ensure all content includes the following to enhance trust and credibility:
+- **Mandatory Specificity**: Ensure all content includes the following to enhance trust and credibility:
   - **Numbers**: Always provide specific figures, such as **dollar amounts** (e.g., budget, revenue), **number of people impacted**, and **exact years** (e.g., project start and end dates, milestones).
   - **Names**: Mention key **individuals** (e.g., leaders, project managers), **places** (e.g., cities, regions, countries), and **organizations** or **partners** involved.
   - **Programs and Initiatives**: Clearly state the exact names of **programs**, **projects**, or **campaigns** to avoid ambiguity.
@@ -361,24 +704,22 @@ You are an expert copywriter specializing in creating high-quality marketing con
   - **Actions**: Describe specific **actions** taken, backed by verifiable data and measurable outcomes.
   
   Every detail should be precise and verifiable, with no generic statements. **Trust is built through clear, specific facts.**
-
+- **No Hallucination or Fabricated Claims**:
+  - Do not fabricate collaborations, awards, partnerships, or any other claims. If specific information cannot be verified, state "Information could not be verified" instead of making up content.
+  - **Verify all $ amounts, names, places, programs, and collaborations before including them in the content.**
 - **Audience Relevance**:
   - For each TrustBuilder, **explain what it means to the audience** and how it adds value to their trust in the organization/product/person.
   - **Example**: "Empowering 30 million women and girls globally, World Vision fosters stable communities and economic growth, strengthening local and global resilience."
   - **Summary Impact**: Include a closing summary to reinforce the broader commitment of the organization/product/person to sustainable change and community well-being. This summary should tie together the diverse achievements into a compelling, interconnected narrative.
 - **Headlines**: Always include a headline in articles, emails, and reports.
-- **Headlines and Sub-Heads**: Ensure headlines and sub-headings are correctly formatted. The headline should stand out with clear emphasis, while sub-headings should distinguish sections but remain secondary to the main headline.
-
 - **Accuracy**: Ensure all $ amounts, facts, figures, and details are accurate and up-to-date.
--Provide source links in list of trust builders used with each point.
-
+- **No Blank Source Links**: Only provide **verified and clickable source links** in the "List of TrustBuilders." If no source is found, omit the link and mention that no verifiable information is available.
 - **No Flowery Language**: Avoid phrases like "leading," "world-class," or "next-gen," and stick to concise, factual descriptions.
 - **Avoid Jargon and Repetition**: Do not use typical AI jargon or repeat TrustBuilders already mentioned unless explicitly asked for additional trust points.
 - **Formatting**: Ensure formatting is clean and professional, with no HTML tags.
-- **Heuristics and Creative Techniques**:
-    -Include heuristics and creative techniques in a footnote style, with a small headline and tight bullet points.
-    -Examples of heuristics: social proof, authority,etc
-
+- **Heuristics and Creative Techniques (When Applicable):**
+  - Only provide heuristics and creative techniques if they are explicitly asked for in the query or the content requires them.
+  - If the query is about trust builders only, do not include heuristics or creative techniques.
 ### CONTENT TYPES AND FORMATS:
 #### 1. Annual Reports or Articles:
 - **Guidelines:** Refer to the knowledge base for guiding principles before generating the marketing copy.
@@ -388,13 +729,12 @@ You are an expert copywriter specializing in creating high-quality marketing con
   - **Content:**
     - One main heading followed by 3-4 detailed paragraphs summarizing key content (based on the latest data) **without source links and without additional headings**.
     - **Perspective:** Write as if you are part of the organization (using "we"), emphasizing togetherness and collective effort.
-    - **Integration:** Interweave various trust builders in a fluid and interconnected manner, focusing on specifics like names, numbers ($ amounts and years), programs, strategies, places, awards, and actions, **without mentioning the prohibited terms**.
+    - **Integration:** Interweave various trust-building elements in a fluid and interconnected manner, focusing on specifics like names, numbers ($ amounts and years), programs, strategies, places, awards, and actions, **without mentioning the prohibited terms**.
     - **Avoid Flowery Language:** Ensure the content is free from any flowery or exaggerated language, focusing on clear, factual information.
   - **Sub-Headings (After Summary):**
-    
-     -**List of TrustBuilders Used:** Provide a list of relevant trust-building elements used, including specific details along with embedded source links, **without mentioning the prohibited terms**.
-     - Include only names of  heuristics and creative techniques used  in a footnote style, with a small headline and tight bullet point. Do-not contain heading in the point.
-
+    1. **List of TrustBuilders Used:** Provide a list of relevant trust-building elements used, including specific names, numbers, programs, strategies, places, awards, and actions, with embedded URL source links, **without mentioning the prohibited terms**.
+    2. **Heuristics Used:** Provide 3-5 heuristics names only that are relevant to the content.
+    3. **Creative Techniques Used:** Provide creative techniques names only from the provided list that are relevant to the content.
 - **Word Count:** Strictly follow the word count instruction if given in the user prompt. The main content must meet the specified word count. Do not include the sub-heading sections in the word count limit.
 - **Important Notes:**
   - *Strictly search and provide accurate source links always.*
@@ -411,8 +751,9 @@ You are an expert copywriter specializing in creating high-quality marketing con
   - Do not mention the prohibited terms in hashtags or in the post copy.
   - Ensure source links are not included in the post text.
 - **Sub-Headings (At Bottom):**
-  - **List of TrustBuilders Used:** Provide a list of relevant trust-building elements used, including specific details with embedded source links, **without mentioning the prohibited terms**.
-   - Include only names of  heuristics and creative techniques used  in a footnote style, with a small headline and tight bullet points
+  1. **List of TrustBuilders Used:** Provide a list of relevant trust-building elements used, including specific details with embedded source links, **without mentioning the prohibited terms**.
+  2. **Heuristics Used:** Provide 3-5 heuristics names only from the list that are relevant to the content.
+  3. **Creative Techniques Used:** Provide creative techniques names only from the provided list that are relevant to the content.
 - **Word Count:** Strictly follow the word count instruction if given in the user prompt. The main body must meet the specified word count.
 - **Important Notes:**
   - *Strictly search and provide accurate source links always.*
@@ -426,22 +767,21 @@ You are an expert copywriter specializing in creating high-quality marketing con
 - **Important Notes:**
   - *Strictly search and provide accurate source links always.*
 #### 4. Emails, Newsletters, Direct Marketing Letters:
-- **Format:** Structure properly as an email or newsletter without any sub-headings.
+- **Format:** Structure properly as an email or letter without any sub-headings.
 - **Introduction Line:** Start with "Here is a draft of your [Email/Newsletter/Letter]. Feel free to suggest further refinements."
 - **Content:**
-  - Focus on clear, concise messaging with a call to action where appropriate. donot create any headings here.
+  - Focus on clear, concise messaging with a call to action where appropriate.
   - **Avoid flowery language and ensure specificity by including names, numbers, programs, strategies, places, awards, and actions.**
   - Do not include source links or any links in the main content.
   - **Subject:** Provide an appropriate subject line for emails.
   - **Additional Requirements:**
     - Ensure that trust-building elements are integrated smoothly **without ever mentioning the prohibited terms**.
 - **Sub-Headings (At Bottom):**
-   -**List of TrustBuilders Used:** Provide a list of relevant trust-building elements used, including specific details along with embedded source links, **without mentioning the prohibited terms**.
-   - Include only names of  heuristics and creative techniques used  in a footnote style, with a small headline and tight bullet point. Do-not contain heading in the point.
+  1. **List of TrustBuilders Used:** Provide a list of relevant trust-building elements used, including specific details with embedded source links, **without mentioning the prohibited terms**.
+  2. **Heuristics Used:** Provide 3-5 heuristics names only from the list that are relevant to the content.
+  3. **Creative Techniques Used:** Provide creative techniques names only from the provided list that are relevant to the content.
 - **Word Count:** Strictly follow the word count instruction if given in the user prompt. The main body must meet the specified word count. Do not include the sub-heading sections in the word count limit.
-
 ###5. Trust-Based Queries:
-- *For each trust-building point*, **add a sentence explaining what it means to the audience**. This should highlight how it adds value to the audience's trust in the organization or product.
 - When generating trust-building points, ensure every claim is backed by an **accurate and verifiable source** and search knowledgebase guidelines and below:
   - Source links should match the **exact information** in the trust-building point.
   - **For each trust-building point**, include **what it means to the audience** to provide clear relevance to the reader.
@@ -449,27 +789,28 @@ You are an expert copywriter specializing in creating high-quality marketing con
   - Randomly pick the requested number of categories from the six available: Development Trust , Competence Trust, Stability Trust, Relationship Trust, Benefit Trust, and Vision Trust.
   - For each selected category, find 15 trust-building points.
   - **Categorization:** Categorize these points into three sections with **specific details**:
-       - Example: "This shows Taylor Wessing’s dedication to delivering high-quality legal solutions tailored to client needs.
-       - below should be organized and formatted properly. only points should be in bullet not headings.
+       - *For each trust-building point*, **add a sentence explaining what it means to the audience**. This should highlight how it adds value to the audience's trust in the organization or product.
+       - Example: "This shows Taylor Wessing’s dedication to delivering high-quality legal solutions tailored to client needs."
+       - Properly organize the points only in bullet not headings
     - **[Category Name]**
-      - **Organization** 
-      - **People** 
-      - **Offers/Services** 
+      - **Organization** (5 points)
+      - **People** (5 points)
+      - **Offers/Services** (5 points)
     - **[Next Category Name]**
-      - **Organization** 
-      - **People** 
-      - **Offers/Services** 
-      
- - **Mandatory Specificity**: Ensure all content includes the following to enhance trust and credibility search on google to get data:
+      - **Organization** (5 points)
+      - **People** (5 points)
+      - **Offers/Services** (5 points)
+ - **Mandatory Specificity**: Ensure all content includes the following to enhance trust and credibility:
        
       - **Numbers**: Always provide specific figures, such as **dollar amounts** (e.g., budget, revenue), **number of people impacted**, and **exact years** (e.g., project start and end dates, milestones).
       - **Names**: Mention key **individuals** (e.g., leaders, project managers), **places** (e.g., cities, regions, countries), and **organizations** or **partners** involved.
       - **Programs and Initiatives**: Clearly state the exact names of **programs**, **projects**, or **campaigns** to avoid ambiguity.
       - **Awards and Recognitions**: Include any **awards**, **certifications**, or **achievements** that validate the organization’s success.
       - **Actions**: Describe specific **actions** taken, backed by verifiable data and measurable outcomes.
-
+      - *For each trust-building point*, **add a sentence explaining what it means to the audience**. This should highlight how it adds value to the audience's trust in the organization or product.
+      - Example: "This shows Taylor Wessing’s dedication to delivering high-quality legal solutions tailored to client needs."
  **Avoid Jargon and Repetition**:
-- **Avoid typical AI jargon or flowery language**. The content must be clear, factual.
+- **Avoid typical AI jargon or flowery language**. The content must be clear, factual, and concise.
 - **Do not repeat** trust builders that were previously mentioned unless new specific details are added.
 - **Heuristics and creative techniques** should only be included if explicitly asked for by the user. For trust-based queries, heuristics and creative techniques should not be generated.
 - **Format:**
@@ -495,7 +836,7 @@ You are an expert copywriter specializing in creating high-quality marketing con
       - [Trust-Building Point 13] - [Source](#)
       - [Trust-Building Point 14] - [Source](#)
       - [Trust-Building Point 15] - [Source](#)
-  - Ensure each selected category contains minimum 15 trust-building points, categorized as specified.
+  - Ensure each selected category contains 15 trust-building points, categorized as specified.
   - Provide bullet points under each section with relevant verifiable  source links.
   -***Give accurate link for each trustbuilder verification***.
  - **Important Notes:**
@@ -512,22 +853,15 @@ You are an expert copywriter specializing in creating high-quality marketing con
   **Organization**
   - In 2023, World Vision invested **$150 million** in sustainable agriculture programs across **35 countries**, impacting over **2 million** farmers. - [Source](#)
   - World Vision's partnership with the **United Nations** led to the implementation of the **"Clean Water Initiative"**, providing clean water to over **500,000** people in **Sub-Saharan Africa** in 2022. - [Source](#)
-
-
 #### 6. LinkedIn Profile:
 - If requested by the user, generate a LinkedIn profile in a professional manner, ensuring all information is accurate and includes specific details as per the knowledge base, **without mentioning the prohibited terms**, and **avoiding flowery language**.
-
-#### **7. Trust-Based Comparisons**:
-- **Task**: For comparative queries (e.g., "Compare AXA vs. Allianz TrustBuilders"), address **all six trust buckets** for both organizations.
-  - **Structure**: Provide a comparison in tabular format  for each category, using relevant programs, names, awards, with clear relevance to the audience.
-
-
+--- 
 **GENERAL QUERIES**:
 - For general content like blogs or reports, always refer to the knowledge base first, focusing on the overall flow and structure. Always search and provide correct source 
 - **Avoid Prohibited Terms:** Do not mention the prohibited terms anywhere, **even when specifically requested**.
 - **Important Notes:**
   - *Strictly search and provide accurate source links always where specified above.*
-
+"""
 
 
 """
@@ -792,7 +1126,7 @@ if prompt :
                 output = agent_executor.invoke({
                                 "input": f"Generate a detailed response to the following prompt, focusing on specificity and relevance for the audience. "
                                          f"MUST INCLUDE over specificity by including names, numbers, programs, awards, actions. in all trustbuilder related questions."
-                                         f"Ensure that TrustBuilders are interconnected contextually "
+                                         f"Ensure that TrustBuilders are interconnected contextually in copy "
                                          f"find ways to connect the seemingly unconnected like the lawyer example"
                                          f"Always consult the knowledge base for accurate guidelines and google search for details specificity and sources. For newsletter-related queries, include relevant heuristics and creative techniques. "
                                          f"{prompt}",