🤖 Slack Integration

This app also comes with a Slack extension that lets you simulate structured business conversations right from your Slack workspace using the /simulate slash command. Simply enter the number of iterations and product description as arguments (e.g., /simulate 3 Magnetic Toothbrush), and the agents will start brainstorming directly in your channel.

🌊 Deep dive

This project was developed as part of the Kaggle x Google GenAI Capstone Submission. The goal was to create a simulation of a business boardroom meeting using generative AI. The project leverages LangGraph to facilitate conversations between virtual agents, each representing different roles in a business setting.

Know more about the project by watching the video below:

💼 Use Cases

Our platform supports a variety of real-world business applications, helping teams think through complex scenarios and innovate faster using AI-driven simulations. Here are some of the core use cases:

1. Business Scenario Planning

Map out potential future scenarios and stress-test strategies by simulating diverse business conditions and decision pathways.

2. Role-based Ideation or Brainstorming

Generate creative ideas by simulating different stakeholder perspectives using AI personas such as CEOs, interns, or product managers.

3. Simulating Decisions with AI-driven Personas

Analyze the potential impact of decisions by observing how different AI roles respond, creating a dynamic feedback loop.

4. Product Ideation

Quickly prototype, refine, and iterate on new product concepts through AI-assisted conversations that simulate team collaboration.

5. Market-fit Discussions

Align product ideas with real market needs by using AI personas to mimic customer and stakeholder feedback.

6. MVP Scoping

Define and prioritize the minimum viable product by simulating trade-offs, core features, and time-to-market constraints.

🔑 Gen AI Capabilities

Our system leverages the latest in generative AI and multi-agent orchestration to simulate collaborative workflows across defined roles. Below are the core capabilities that power the experience:

1. Agents

Multiple autonomous roles—including a CEO, Marketing Intern, and Marketing Strategist—act as distinct agents with specialized prompts and responsibilities. These agents communicate using LangGraph to coordinate and simulate realistic workflows.

2. Function Calling (LangGraph)

LangGraph facilitates conditional logic and function-like transitions, such as check_end, allowing agents to pass control based on predefined logic—mimicking real-time function calls across roles.

3. Long Context Window

Agents benefit from extended memory, enabling them to build on prior interactions. This supports rich continuity and deeper simulation fidelity.

4. Structured Output & Controlled Generation

Each agent’s output is formatted by role and stage, allowing for consistent, structured conversation flows. This reflects early-stage implementations of controlled generative output.

5. GenAI Evaluation

The Marketing Strategist agent reviews and evaluates ideas proposed by the Intern agent. This simulates a generative feedback loop—using GenAI to assess and refine GenAI-generated content.

🛠️ Key Technologies

Our system is built using a modern AI stack, leveraging powerful frameworks and tools that enable seamless orchestration, generation, and interaction. Below are the core technologies we use:

1. LangGraph

Used for agent orchestration, LangGraph allows agents to interact through stateful graphs. This enables dynamic workflows, decision branching, and coordinated multi-agent processes.

2. LangChain

Provides essential components like memory, tools, and model abstraction to streamline interactions between the agents and the underlying LLM infrastructure.

3. Gradio

Enables a simple and intuitive user interface within a notebook or web app setting. Gradio is used for live demos, testing, and showcasing model outputs in a user-friendly way.

4. Google Gemini

Acts as the LLM backbone powering agent responses. Gemini supports high-quality generative output and multimodal reasoning across the simulation.

5. Google Cloud Console

Used for deploying and managing infrastructure, APIs, and billing. Google Cloud Console provides a centralized platform to monitor usage, manage credentials, and access advanced cloud services.

📜 Privacy Policy

Last updated: April 17, 2025

At Business Boardroom, we value your privacy and are committed to protecting your personal information. This Privacy Policy explains how we collect, use, and safeguard data when you use our web app or Slack extension.

1. Information We Collect

• Product Descriptions you input for simulation
• Number of Iterations specified in commands
• Slack User IDs (if you install the Slack extension)
• Timestamps of interactions for debugging and analytics

We do not collect or store sensitive personal data, passwords, or Slack messages unrelated to our slash commands.

2. How We Use Your Information

• Simulating conversations between virtual agents
• Improving functionality and performance
• Diagnosing errors and improving user experience

We do not use your data for advertising or profiling.

3. Data Retention

We retain anonymized simulation logs temporarily (under 7 days). No personally identifiable information is stored long-term.

4. Data Sharing

We do not sell, trade, or share your data, except if required by law or to prevent abuse/fraud.

5. Your Rights

You may contact us anytime to request data deletion or ask how your data is used.

6. Slack Permissions

When installing our Slack extension, we only request permissions needed for the /simulate command. We do not access other content in your Slack channels.

7. Changes to This Policy

We may update this policy. Changes will be posted here with an updated date.

⚖️ Terms of Service

Last updated: April 17, 2025

Welcome to Business Boardroom. By using our web app or Slack extension, you agree to be bound by the following terms. Please read them carefully.

1. Acceptance of Terms

By accessing or using our services, you confirm your acceptance of these Terms of Service. If you do not agree, you may not use the platform.

2. Use of Service

• Use the service only for lawful and intended purposes.
• Do not attempt to disrupt or compromise the platform’s integrity or security.

3. Account Responsibility

You are responsible for all activity under your account. Notify us immediately if you suspect unauthorized access.

4. Limitation of Liability

We are not liable for any indirect, incidental, or consequential damages arising from your use of the service.

5. Modifications

We may update these terms from time to time. Continued use of the service after changes constitutes your acceptance of the new terms.

6. Termination

We reserve the right to terminate or suspend access to our service for any reason, without prior notice.

📬 Contact

For any issues, feedback, or collaboration inquiries, feel free to reach out via email.
Contact us at: ianiket23@gmail.com