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A South African startup just compressed a 120B AI model to run on a MacBook, and raised $5M doing it

Refiant AI is solving AI's most urgent problem, energy. And global investors are paying attention.

A South African startup just compressed a 120B AI model to run on a MacBook, and raised $5M doing it

While the world's biggest tech companies are projected to spend nearly $700 billion in 2026 building data centres to keep AI running, a four-person startup from South Africa just proved you might not need any of that.

Refiant AI, founded in 2025 by Viroshan Naicker, Siddharth Gutta and Mathew Haswell, has closed a $5 million seed round led by VoLo Earth Ventures, a California-based climate technology fund. The company builds nature inspired algorithms that compress large AI models so they can run on smaller, cheaper, local hardware without losing meaningful performance.

The proof of concept is hard to dismiss. Refiant took a 120 billion parameter AI model, the kind that normally requires enterprise grade hardware with at least 80GB of memory, and ran it on a standard MacBook Pro with 12GB of RAM.That's is really impressive for a company that just entered the market.

The team is not short of credentials either. A former Google Cloud architect, a Cambridge PhD researcher, and an engineer with NASA experience. For a four-person company, that is a serious bench.

The Africa angle matters more than it might seem. The continent's AI ambitions have always been bottlenecked by limited data centre infrastructure and dependence on foreign cloud providers. A technology that allows powerful AI to run locally, on modest hardware, without a hyperscaler in the loop is not just an efficiency play. It is an infrastructure play for every organisation on this continent that wants AI capability without cloud dependency.

This is exciting and South Africa built this. The world is paying $5 million to find out what comes next.

VerdictEFFICIENT