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I Built a Free AI Workforce Control Plane using Notion That Helps Distributed Teams Stop Guessing Who Should Do What

I Built a Free AI Workforce Control Plane using Notion That Helps Distributed Teams Stop Guessing Who Should Do What

via Dev.toSidra Saleem

I Built a Free AI Workforce Control Plane That Helps Distributed Teams Stop Guessing Who Should Do What Distributed teams do not just need task boards. They need a reliable way to decide who should do what, when a decision needs human approval, and how to keep the whole workflow transparent. That is the problem I wanted to solve with Global Human Workforce Orchestrator . I built it as a Notion-powered AI workflow system that helps teams create tasks, recommend the right worker, route uncertain decisions for human approval, and maintain a clear audit trail of what happened and why. Instead of using Notion as a passive note-taking tool, this project turns it into a live operational backend for workforce coordination. The Problem Managing work across a distributed team often becomes messy very quickly. A team may know what needs to be done, but still struggle with questions like: Who is the best person for this task? Is that person actually available? Should we trust the recommendation or

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