What it sells
Tools that restructure and compress AI models so they run efficiently on smaller or local machines with less energy.
Business model breakdown
Trigger: what makes them buy now?
Inference is one of the fastest-growing workloads; teams need long context and agents at lower cost and energy.
Workflow: what inputs become what output?
Compresses models and expands context windows (10M tokens claimed) so whole codebases, years of messages or docs and 24/7 agents run on single GPUs or edge devices, accessed via the Refiant platform.
Economics: what it saves and how it charges
Claims reduced infrastructure, cost and energy footprint through compression and context management.
Distribution: how it reaches customers
Delivered through the Refiant platform; product pages launching Aug 2026.
Funding history and coverage
| Round date | Stage | Amount | Investors | Source |
|---|---|---|---|---|
| 2026-04-14 | Seed | $5M | VoLo Earth Ventures (lead) | disruptafrica.com |
Profiles summarize public reporting and company websites. Business-model notes are MaxBC's reading of that material, not confirmed facts; unknowns are left blank rather than guessed. Updated 2026-10-12.