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From Messy to Machine-Ready

Open Work for a Shared Future

From Messy to Machine-Ready

 PublicBenefit prepares data for AI.


We clean, annotate, and organize public data so it can train machine learning systems. Our goal is to make national datasets easy to connect and easy to use in regional initiatives. 

Real World Workflows

Open Work for a Shared Future

From Messy to Machine-Ready

 PublicBenefit builds support tools.


We design tools that streamline reporting, compliance, and collaboration across the public good sector. The goal is to reduce manual work so organizations can stay focused on their mission. 

Open Work for a Shared Future

Open Work for a Shared Future

Open Work for a Shared Future

 PublicBenefit is an open organization.


We focus on research, planning, and public-interest design. We invite others to join us as peers in a shared structure that grows through collaboration. 

Project Started May 2025

CommonsPARSE

CommonsPARSE transforms fragmented public data into machine-ready datasets tailored to regional public good systems. It enables scalable AI applications by providing domain-specific inputs that keep models running accurately and efficiently. 

Current status and news about CommonsParse
Project Started April 2025

CommonsFLOW

 CommonsFLOW tools are built on top of structured data from CommonsPARSE, making them continuously adaptable as the dataset evolves. They support key functions across the public good sector and are maintained to ensure long-term reliability. 

Current status and news about CommonsFLOW
Started March 2025

PublicBenefit Roadmap

Discover how we’re helping organizations turn shared knowledge into action. We do this by connecting regional efforts, unlocking the value of critical information, and building AI tools that support informed, confident, and shared decision-making. 

Current status and news about PublicBenefit

Gorham Township, Ontario, Canada

Anishinaabe Nation Traditional Territory

© 2025 Public Benefit Canada Inc.

  • Updates
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  • CommonsFLOW

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