π PromptWars 2026: Improving My SmartFlow AI Project
Prompt Wars by Hack2Skill is a unique competition where applications are built using natural language prompts instead of traditional coding workflows.
This is my second iteration of the project, where I focused on improving both technical depth and real-world applicability.
SmartFlow AI is an AI-powered crowd management system designed for large-scale events such as stadiums, concerts, and festivals.
π― Problem
Large events face:
- Crowd congestion
- Long queues
- Lack of real-time navigation
- Safety concerns
π§ Solution
SmartFlow AI provides:
- π Real-time crowd heatmap
- πΊοΈ Smart navigation
- π¨ Live alerts
- π AI-based crowd prediction
- ποΈ Smart entry simulation
π§ Improvements in This Version
After my initial submission, I enhanced the project by:
βοΈ Google API Integration
Integrated Google APIs to demonstrate real-time backend connectivity and improve system capability.
π§ͺ Testing Added
Implemented basic testing using Jest to improve code reliability.
βοΈ Backend Enhancements
- Added API endpoints:
-
/health(system status) -
/ai-prediction(future crowd insights) -
/google-api-test(Google service validation)
-
π§± Better Structure
Improved overall code organization and scalability.
π οΈ Tech Stack
- React + Vite
- Node.js + Express
- Google Cloud Run (Deployment)
- Google API integration
- Jest (Testing)
π Live Demo
π https://smartflow-ai-557867379089.us-central1.run.app/
π GitHub Repository
π https://github.com/SnehalKrushnaBandal/SmartFlow_AI
π Key Learning
Small improvements like testing, API integration, and backend structure can significantly enhance the quality of a project.
π Conclusion
This iteration helped me understand how to transform a basic prototype into a more complete and scalable solution.
Looking forward to improving it further!





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