AttendNow - AI powered CCTV based employee attendance system

AttendNow - AI powered CCTV based employee attendance system

Managing employee attendance is a critical task for organizations, but traditional methods—manual sign-ins, swipe cards, or biometric scanners—are often time-consuming, prone to errors, and easy to manipulate. In an era where workplaces are becoming more dynamic, organizations need a smarter, automated, and reliable solution.

That’s where AttendNow comes in.

What is AttendNow?

AttendNow is an AI-powered CCTV-based attendance system that tracks employee presence in real-time using facial recognition technology. By leveraging existing CCTV infrastructure, it eliminates the need for additional hardware such as fingerprint scanners or ID cards, while maintaining high levels of accuracy, security, and transparency.

The goal of AttendNow is simple: automate attendance management, reduce manual errors and administrative overhead, and improve workforce monitoring and reporting.

Key Features

AttendNow introduces several features that transform attendance into a seamless process. Using CCTV-based facial recognition, employees are automatically identified through live camera feeds without any manual intervention. Real-time attendance logging ensures that every record is updated instantly, reducing discrepancies and eliminating the need for manual corrections.

To support managers and HR teams, the platform offers comprehensive reports and analytics, allowing organizations to generate daily, weekly, or monthly summaries with ease. An admin dashboard provides centralized management of employees, departments, and live monitoring of attendance. Since privacy and security are paramount, attendance data is encrypted and stored securely, ensuring compliance with organizational policies. Finally, AttendNow is built to be scalable, working equally well for small offices or large enterprises with multiple branches.

Technology Stack

AttendNow is built on a robust AI and cloud infrastructure designed for scalability and reliability. The backend is powered by Laravel, which provides the APIs and handles data management, while MySQL serves as the structured database for employee and attendance records. The AI engine is implemented using Python libraries specialized for face detection, encoding, and recognition, integrated with OpenCV pipelines to process live CCTV video streams.

For administrators, a CustomTkinter-based GUI dashboard enables intuitive management of employees and departments, while real-time video analysis runs in the background. To ensure deployment flexibility, the entire system is Dockerized, making it easy to scale across servers and locations.

Development & Challenges

Building AttendNow came with several technical and operational challenges. One of the most significant was achieving real-time face recognition while processing live CCTV streams. Balancing speed and accuracy required careful optimization of face detection and encoding pipelines.

Handling edge cases was another challenge. Variations in lighting conditions, camera placements, and employee movement often affected recognition reliability, meaning the AI models had to be fine-tuned and tested extensively in real-world scenarios.

Privacy and security were also top priorities. Since the system deals with biometric data, strict encryption and secure storage mechanisms were implemented to protect sensitive information. Finally, ensuring scalability across multiple office locations with many concurrent video feeds required robust system design and efficient resource management.

Through this process, I gained valuable experience in AI model integration, video processing optimization, and user interface design, ensuring the system remains both powerful and easy to use.

Conclusion

AttendNow transforms workplace attendance into a seamless, automated, and accurate process. By combining AI with existing CCTV infrastructure, it saves time, reduces errors, and ensures transparency, making it a powerful solution for modern organizations.

With AttendNow, attendance isn’t just tracked—it’s intelligent, reliable, and future-ready.