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| import streamlit as st | |
| import requests | |
| from typing import List, Dict | |
| import json | |
| class ChatbotManager: | |
| def __init__(self): | |
| if 'chat_history' not in st.session_state: | |
| st.session_state.chat_history = [] | |
| if 'chat_initialized' not in st.session_state: | |
| st.session_state.chat_initialized = False | |
| def initialize_chat(self): | |
| """Initialize the chat with a welcome message""" | |
| if not st.session_state.chat_initialized: | |
| welcome_message = { | |
| "role": "assistant", | |
| "content": "Hello! I'm your AI Business Mentor. I can help you with business strategy, market analysis, product development, marketing insights, and more. What would you like to discuss today?" | |
| } | |
| st.session_state.chat_history.append(welcome_message) | |
| st.session_state.chat_initialized = True | |
| def add_message(self, role: str, content: str): | |
| """Add a message to the chat history""" | |
| message = {"role": role, "content": content} | |
| st.session_state.chat_history.append(message) | |
| def get_chat_history(self) -> List[Dict]: | |
| """Get the current chat history""" | |
| return st.session_state.chat_history | |
| def clear_chat(self): | |
| """Clear the chat history""" | |
| st.session_state.chat_history = [] | |
| st.session_state.chat_initialized = False | |
| def generate_business_response(self, user_input: str) -> str: | |
| """ | |
| Generate a business-focused response based on user input | |
| This is a simple rule-based system that can be enhanced with actual AI models | |
| """ | |
| user_input_lower = user_input.lower() | |
| # Business strategy keywords | |
| if any(keyword in user_input_lower for keyword in ['strategy', 'plan', 'planning', 'roadmap']): | |
| return """Great question about business strategy! Here are some key considerations: | |
| 1. **Market Analysis**: Understand your target market, competitors, and industry trends | |
| 2. **Value Proposition**: Clearly define what unique value you provide | |
| 3. **Resource Allocation**: Determine how to best use your time, money, and team | |
| 4. **Growth Strategy**: Plan for sustainable scaling and expansion | |
| 5. **Risk Management**: Identify potential challenges and mitigation strategies | |
| What specific aspect of strategy would you like to dive deeper into?""" | |
| # Marketing keywords | |
| elif any(keyword in user_input_lower for keyword in ['marketing', 'promotion', 'advertising', 'brand']): | |
| return """Marketing is crucial for business success! Here's a framework to consider: | |
| 1. **Target Audience**: Define your ideal customer personas | |
| 2. **Channels**: Choose the right mix of digital and traditional channels | |
| 3. **Content Strategy**: Create valuable, engaging content | |
| 4. **Budget Allocation**: Distribute resources across channels effectively | |
| 5. **Metrics & Analytics**: Track performance and ROI | |
| What's your current marketing challenge or goal?""" | |
| # Product development keywords | |
| elif any(keyword in user_input_lower for keyword in ['product', 'development', 'features', 'mvp']): | |
| return """Product development is exciting! Here's a structured approach: | |
| 1. **Market Research**: Validate demand and understand user needs | |
| 2. **MVP Strategy**: Start with core features and iterate | |
| 3. **User Feedback**: Continuously gather and incorporate feedback | |
| 4. **Competitive Analysis**: Learn from competitors' successes and failures | |
| 5. **Roadmap Planning**: Prioritize features based on impact and effort | |
| What stage is your product in, and what specific guidance do you need?""" | |
| # Financial keywords | |
| elif any(keyword in user_input_lower for keyword in ['finance', 'funding', 'revenue', 'profit', 'investment']): | |
| return """Financial planning is the backbone of any successful business: | |
| 1. **Revenue Streams**: Diversify how you generate income | |
| 2. **Cost Management**: Track and optimize your expenses | |
| 3. **Cash Flow**: Maintain healthy cash flow for operations | |
| 4. **Funding Options**: Consider bootstrapping, loans, or investors | |
| 5. **Financial Projections**: Create realistic forecasts and budgets | |
| What specific financial aspect would you like to explore?""" | |
| # Team/HR keywords | |
| elif any(keyword in user_input_lower for keyword in ['team', 'hiring', 'employee', 'culture', 'management']): | |
| return """Building a strong team is essential for growth: | |
| 1. **Hiring Strategy**: Define roles clearly and hire for culture fit | |
| 2. **Team Culture**: Foster collaboration and shared values | |
| 3. **Performance Management**: Set clear expectations and provide feedback | |
| 4. **Development**: Invest in training and career growth | |
| 5. **Retention**: Create an environment where people want to stay | |
| What team-related challenges are you facing?""" | |
| # Startup keywords | |
| elif any(keyword in user_input_lower for keyword in ['startup', 'entrepreneur', 'launch', 'idea']): | |
| return """Launching a startup is an exciting journey! Key steps to consider: | |
| 1. **Idea Validation**: Test your concept with potential customers | |
| 2. **Business Model**: Define how you'll make money | |
| 3. **Legal Structure**: Choose the right business entity | |
| 4. **Minimum Viable Product**: Build and test quickly | |
| 5. **Network Building**: Connect with mentors, advisors, and peers | |
| What stage are you at in your startup journey?""" | |
| # General business advice | |
| else: | |
| return f"""Thank you for your question about "{user_input}". | |
| As your AI Business Mentor, I'm here to help with various aspects of business including: | |
| • **Strategy & Planning** - Business models, roadmaps, competitive analysis | |
| • **Marketing & Sales** - Customer acquisition, branding, digital marketing | |
| • **Product Development** - MVP creation, feature prioritization, user feedback | |
| • **Finance & Operations** - Budgeting, funding, process optimization | |
| • **Team & Leadership** - Hiring, culture building, management practices | |
| Could you provide more specific details about what you'd like to explore? The more context you give me, the better I can tailor my advice to your situation.""" | |
| def format_message_for_display(self, message: Dict) -> str: | |
| """Format a message for display in the chat interface""" | |
| role = message["role"] | |
| content = message["content"] | |
| if role == "user": | |
| return f"**You:** {content}" | |
| else: | |
| return f"**AI Mentor:** {content}" |