Create aap.py

aap.py

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+# app.py
+import os
+from crewai import Agent, Task, Crew
+from crewai_tools import DirectoryReadTool, FileReadTool, SerperDevTool, BaseTool
+from langchain_groq import ChatGroq
+import gradio as gr
+
+# Set environment variables for API keys
+os.environ["SERPER_API_KEY"] = "3c75331dffc120acfa03b3bc75a4fbb3202c4927"
+os.environ['GROQ_API_KEY'] = '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'
+
+# Initialize the ChatGroq model
+llm = ChatGroq(
+    api_key=os.getenv('GROQ_API_KEY'),
+    model="mixtral-8x7b-32768"
+)
+
+# Define the agents
+class SalesAgents:
+    def __init__(self):
+        self.llm = llm
+
+    def sales_rep_agent(self):
+        return Agent(
+            role="Sales Representative",
+            goal="Identify high-value leads that match our ideal customer profile",
+            backstory=(
+                "As a key member of the dynamic sales team at COMET Estimating LLC, your mission is to navigate the construction and "
+                "estimating sectors to uncover promising leads. Leveraging state-of-the-art tools and a strategic approach, "
+                "you delve into data, market trends, and industry interactions to identify opportunities that others might miss. "
+                "Your role is essential in fostering valuable connections and driving the growth of our estimating services, "
+                "ensuring that general contractors and subcontractors benefit from precise, actionable insights and expert support."
+            ),
+            allow_delegation=False,
+            verbose=True,
+            llm=self.llm,
+            max_iter=5,
+            memory=True
+        )
+
+    def lead_sales_rep_agent(self):
+        return Agent(
+            role="Lead Sales Representative",
+            goal="Nurture leads with personalized, compelling communications",
+            backstory=(
+                "Within the dynamic landscape of crewAI's sales department, you excel as the crucial link "
+                "between prospective clients and the estimating solutions they require. By crafting tailored, engaging communications, "
+                "you not only showcase our expert services but also ensure that general contractors and subcontractors feel understood and valued. "
+                "Your role is key in transforming interest into tangible outcomes, guiding leads from initial curiosity through to securing our "
+                "estimating services."
+            ),
+            allow_delegation=False,
+            verbose=True,
+            llm=self.llm,
+            max_iter=5,
+            memory=True
+        )
+
+# Define the tools
+directory_read_tool = DirectoryReadTool(directory='./content')
+file_read_tool = FileReadTool()
+search_tool = SerperDevTool()
+
+class SentimentAnalysisTool(BaseTool):
+    name: str = "Sentiment Analysis Tool"
+    description: str = ("Analyzes the sentiment of text to ensure positive and engaging communication according to context.")
+
+    def _run(self, text: str) -> str:
+        # Custom sentiment analysis logic
+        return "positive"
+
+sentiment_analysis_tool = SentimentAnalysisTool()
+
+# Define the tasks
+class SalesTasks:
+    def lead_profiling_task(self):
+        return Task(
+            description=(
+                """
+                Conduct a thorough analysis of [Lead Name], a general contractor or subcontractor in the construction sector that
+                recently expressed interest in our estimating services. Utilize all available data sources, including industry databases,
+                company websites, LinkedIn, and recent news articles, to compile a comprehensive profile. This profile should include:
+
+                1. Identification of key decision-makers within the company, such as project managers or procurement officers.
+                2. A summary of recent project developments or contracts that the company is involved in.
+                3. An assessment of their specific needs related to estimating services, such as budgeting, cost forecasting, or bidding accuracy.
+
+                Ensure that all the information used is accurate and verified, as this analysis will be crucial for customizing our
+                engagement strategy to effectively meet the company’s needs.
+                """
+            ),
+            expected_output=(
+                "A detailed report on {lead_name}, covering company background, key personnel and specific needs related to estimating services. "
+                "Identify potential areas where our estimating solutions can add value and propose customized engagement strategies."
+            ),
+            tools=[directory_read_tool, file_read_tool, search_tool],
+            agent=SalesAgents().sales_rep_agent()
+        )
+
+    def personalized_outreach_task(self):
+        return Task(
+            description=(
+                """
+                Work at an estimating company where you are tasked with targeting general contractors or subcontractors in the construction sector.
+                Using insights from sales representative agents and the lead profiling report on {lead_name}, create a personalized outreach campaign for targeting {key_decision_maker},
+                the {position} of {lead_name}. The campaign should address their recent project developments and demonstrate how our estimating services can enhance their operations.
+                Your communication must align with {lead_name}'s company culture and demonstrate a clear understanding of their needs and objectives.
+                Ensure all information is accurate and verified.
+
+                In the dynamic world of sales, you act as the crucial link between potential clients and the services they need.
+                By crafting tailored, engaging communications, you not only showcase the strengths of the services offered but also ensure that clients feel understood and valued,
+                particularly when targeting general contractors or subcontractors in the construction sector.
+                Your role is key in transforming interest into actionable outcomes, guiding leads from initial curiosity to securing the service offered.
+                Adapt these strategies to effectively connect with any company looking to engage with similar clients.
+                """
+            ),
+            expected_output=(
+                "A series of customized email drafts for {lead_name}, specifically directed at {key_decision_maker}. "
+                "Each draft should clearly connect our estimating services with their project developments and goals. "
+                "The tone should be professional, engaging, and consistent with {lead_name}'s company culture."
+            ),
+            tools=[sentiment_analysis_tool, search_tool],
+            agent=SalesAgents().lead_sales_rep_agent()
+        )
+
+# Create the crew
+crew = Crew(
+    agents=[
+        SalesAgents().sales_rep_agent(),
+        SalesAgents().lead_sales_rep_agent()
+    ],
+    tasks=[
+        SalesTasks().lead_profiling_task(),
+        SalesTasks().personalized_outreach_task()
+    ],
+    verbose=2,
+    memory=True
+)
+
+# Define the Gradio app
+def run_tasks(lead_name, industry, key_decision_maker, position, milestone):
+    # Set up inputs for the crew
+    inputs = {
+        "lead_name": lead_name,
+        "industry": industry,
+        "key_decision_maker": key_decision_maker,
+        "position": position,
+        "milestone": milestone
+    }
+
+    # Run the crew tasks
+    result = crew.kickoff(inputs=inputs)
+    return result
+
+# Create the Gradio interface
+iface = gr.Interface(
+    fn=run_tasks,
+    inputs=[
+        gr.Textbox(label="Lead Name", placeholder="Enter the company name"),
+        gr.Textbox(label="Industry", placeholder="Enter the industry"),
+        gr.Textbox(label="Key Decision Maker", placeholder="Enter the name of the key decision maker"),
+        gr.Textbox(label="Position", placeholder="Enter the position of the key decision maker"),
+        gr.Textbox(label="Milestone", placeholder="Enter the milestone")
+    ],
+    outputs="text",
+    title="Sales Task Runner",
+    description="Enter the company details to run the sales tasks and get the results."
+)
+
+# Launch the Gradio app
+if __name__ == "__main__":
+    iface.launch()