awesome-llm-apps/ai_agent_tutorials/ai_services_agency

AI Services Agency 👨‍💼

An AI application that simulates a full-service digital agency using multiple AI agents to analyze and plan software projects. Each agent represents a different role in the project lifecycle, from strategic planning to technical implementation.

Demo:

https://github.com/user-attachments/assets/a0befa3a-f4c3-400d-9790-4b9e37254405

Features

Five specialized AI agents

• CEO Agent: Strategic leader and final decision maker

  • Analyzes startup ideas using structured evaluation
  • Makes strategic decisions across product, technical, marketing, and financial domains
  • Uses AnalyzeStartupTool and MakeStrategicDecision tools

• CTO Agent: Technical architecture and feasibility expert

  • Evaluates technical requirements and feasibility
  • Provides architecture decisions
  • Uses QueryTechnicalRequirements and EvaluateTechnicalFeasibility tools

• Product Manager Agent: Product strategy specialist

  • Defines product strategy and roadmap
  • Coordinates between technical and marketing teams
  • Focuses on product-market fit

• Developer Agent: Technical implementation expert

  • Provides detailed technical implementation guidance
  • Suggests optimal tech stack and cloud solutions
  • Estimates development costs and timelines

• Client Success Agent: Marketing strategy leader

  • Develops go-to-market strategies
  • Plans customer acquisition approaches
  • Coordinates with product team

Custom Tools

The agency uses specialized tools built with OpenAI Schema for structured analysis:

• Analysis Tools: AnalyzeProjectRequirements for market evaluation and analysis of startup idea
• Technical Tools: CreateTechnicalSpecification for technical assessment

🔄 Asynchronous Communication

The agency operates in async mode, enabling:

• Parallel processing of analyses from different agents
• Efficient multi-agent collaboration
• Real-time communication between agents
• Non-blocking operations for better performance

🔗 Agent Communication Flows

• CEO ↔️ All Agents (Strategic Oversight)
• CTO ↔️ Developer (Technical Implementation)
• Product Manager ↔️ Marketing Manager (Go-to-Market Strategy)
• Product Manager ↔️ Developer (Feature Implementation)
• (and more!)

How to Run

Follow the steps below to set up and run the application: Before anything else, Please get your OpenAI API Key here: https://platform.openai.com/api-keys

1. Clone the Repository:

   git clone https://github.com/Shubhamsaboo/awesome-llm-apps.git
   cd ai_agent_tutorials
   

2. Install the dependencies:

   pip install -r requirements.txt
   

3. Run the Streamlit app:

   streamlit run ai_services_agency/agency.py
   

4. Enter your OpenAI API Key in the sidebar when prompted and start analyzing your startup idea!