Building FlowOps in Public: An AI-Powered Crowd Management System

pushpendra shah — Thu, 16 Apr 2026 04:59:15 +0000

🚀 Introduction

Managing large crowds in stadiums, events, or public venues is a major challenge. People often face long queues, overcrowded exits, and confusion while navigating.

What if we could use AI and real-time data to guide people efficiently?

To solve this, I built FlowOps – an AI-powered Crowd Flow Management System during the Hack2Skill Virtual Experience.

💡 Problem Statement

In large venues:

People don’t know which route is less crowded
Long waiting times at exits and facilities
Lack of real-time coordination

This leads to:

Poor user experience
Safety risks in high-density areas

🧠 Solution: FlowOps

FlowOps provides:

Real-time crowd monitoring
AI-based predictions for congestion
Smart navigation suggestions

It helps both:

Admins → monitor and manage crowd
Attendees → find the fastest routes

🏗 Architecture Overview

🔹 Frontend

Built using React (Vite)
Clean UI with real-time updates
Separate dashboards for Admin and Attendee

🔹 Backend

Built using Node.js (Express)
Serves the frontend and handles routing

🔹 AI Layer (Simulated)

LSTM-based prediction (simulated data)
Predicts crowd density trends

🔹 Cloud Deployment

Deployed on Google Cloud Run
Fully serverless and scalable

⚙️ Key Features

📊 Live crowd density dashboard
🔮 AI-based congestion prediction
🧭 Smart route recommendations
👥 Dual interface (Admin & Attendee)

🛠 Tech Stack

Frontend: React, Vite
Backend: Node.js, Express
Cloud: Google Cloud Run
Visualization: Recharts

🚧 Challenges Faced

During development, I faced several challenges:

Fixing deployment errors on Cloud Run
Handling server routing issues
Managing build process (Vite + Node integration)

These challenges helped me deeply understand:

Cloud deployment workflows
Debugging real-world issues
Full-stack integration

📈 What I Learned

Building scalable web applications
Deploying apps on cloud platforms
Understanding real-time system design
Importance of clean UI/UX

** Live Project**

🔗 Live Demo: https://promptwar-754712756703.us-central1.run.app
💻 GitHub: https://github.com/Pushpendra1798/flowops-ai-crowd-management

🎯 Conclusion

FlowOps demonstrates how AI and cloud technologies can improve real-world crowd management systems.

This project was a great learning experience in building, deploying, and scaling modern web applications.

** 💬 Let’s Connect **
If you're working on similar ideas or interested in AI + Cloud projects, feel free to connect!