Refiant AI is a South African startup founded in 2025 by Viroshan Naicker, Siddharth Gutta and Mathew Haswell that builds software to compress and optimize AI models, reducing the compute and energy required to run them while retraining them to preserve performance. Its inference optimization lowers costs and unlocks capacity, improves latency for time-sensitive industrial systems, and enables edge deployment that keeps data private and sovereign; the team has demonstrated compressing a 120-billion-parameter open-source model to run on a MacBook Pro with just 12 GB of RAM. The team includes a former Google Cloud architect, a Cambridge doctoral researcher, and an engineer with NASA experience. In April 2026 Refiant AI closed a $5 million seed round led by California-based climate-tech fund VoLo Earth Ventures to build its platform, grow its team, and support enterprise partnerships.
Refiant AI
ActiveCompressing AI models to cut cost, energy, and run at the edge
Total raised
$5M
1 round
Stage
Seed
Apr 2026
Team
1-10
since 2025
Pricing
Enterprise
Founded
2025
Cape Town, South Africa
Agent-ready
API
Score 55/100
AI model compression
Inference cost reduction
Energy-efficient model optimization
Edge and on-device deployment
Latency optimization
Privacy-preserving local inference
Cloud or API delivery options
Retraining to preserve accuracy
55/100
Developing
MCP server
Public API
Webhooks
OAuth 2.0
SDKs
Apr 2026 Seed $5M ● VoLo Earth Ventures
1 backer tracked. The network map fills in as more rounds and co-investors are recorded.
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- What does Refiant AI do?
- Refiant AI compresses and optimizes AI models to cut inference cost and energy use while enabling private edge deployment.
- How much did Refiant AI raise?
- Refiant AI raised a $5 million seed round in April 2026 led by VoLo Earth Ventures.
- Where is Refiant AI based?
- Refiant AI is a South African startup.
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