AI/ML Infrastructure for Nonprofits

Building tools for the organizations that matter most

Data pipelines, integration middleware, and AI/ML tools for nonprofits doing real impact work. Scoped for impact. Priced for mission, not margin.

What We Build

Data pipelines, ML tools, and integration middleware — scoped for nonprofits, priced for impact

Threat report synthesis, policy tracking across 50 states, hate speech classification, multilingual content analysis in under-resourced languages.

Projects scoped across 6 domains — from press freedom to cybersecurity

Where we think AI/ML creates the most outsized impact

arus

The nonprofit operating system — middleware that wires disconnected tools into a unified data layer, then adds AI/ML intelligence on top

Bellingcat

Entity resolution, CV geolocation, and multilingual monitoring pipelines for open-source investigations

Fast Forward

Portfolio intelligence, accelerator pipeline AI, and ecosystem analytics for the leading tech nonprofit accelerator

Every engagement follows a lifecycle — from research to production

Researched, scoped, and published. Every project starts as a transparent proposal on this site — ready for conversation.

Partnership formed, work underway. Hands on keyboard, embedded inside your org, shipping real infrastructure.

Live in production with case studies. Coming soon as projects move through the pipeline.

Every engagement starts as a conversation. Let's talk about what AI/ML tools could do for your organization.