Manage One AI: A Unified AI-Driven Productivity and Collaboration Platform for Intelligent Task and Workflow Management

Abstract

The rapid expansion of digital productivity tools has improved workplace efficiency but has also resulted in fragmented workflows. Users often need to switch between multiple applications for communication, task management, file storage, and scheduling, which disrupts focus and productivity. This paper presents Manage One AI, a unified web-based platform designed to integrate these functions within a single intelligent workspace. The proposed system combines a custom rule-based automation engine with selectively applied pre-trained transformer models for natural language processing. This hybrid approach enables AI-assisted task creation, intelligent scheduling, and automated workflow triggers while maintaining transparency in decision-making rather than relying entirely on complex black-box models. The system architecture utilizes a microservices-based backend to support modularity and scalability, along with a responsive React-based frontend that ensures accessibility across devices. An initial evaluation involving knowledge workers indicates improvements in task organization and a noticeable decrease in application switching. The results suggest that integrating productivity tools into a unified platform with transparent AI support can enhance user efficiency by reducing cognitive load and simplifying routine digital activities.