Frontier AI belongs to those who can deploy it — not those who rent access. Our SWAN quantization compresses 400B+ parameter models to run on commodity hardware in under 13 minutes, with no calibration data and no cloud dependency. We help nations and enterprises build sovereign AI capability they fully control.
Our original research: data-free mixed-precision quantization that compresses 400B+ parameter models in under 13 minutes on commodity hardware. No calibration data. No cloud GPUs. No fine-tuning required.
Read the ResearchDeploy frontier AI on your own infrastructure — on-premises, air-gapped, or edge. Your data stays under your control. Your models run on hardware you own. National, organisational, and individual sovereignty.
View ServicesSovereignty without governance is reckless. EU AI Act compliance, NIST AI RMF alignment, and LLM guardrails — embedded from day one so your sovereign AI capability is trusted and auditable.
Explore FrameworkThe quantization method that makes sovereign AI possible on commodity hardware. Data-free, calibration-free, and proven across models from 8B to 400B+ parameters.
Compresses 400B+ parameter models in under 13 minutes. No calibration data. No gradients. No fine-tuning.
AI SovereigntyHow SWAN breaks the GPU cartel and enables national, organisational, and individual AI sovereignty.
AI SovereigntyPrivacy, sovereignty, and the case for local inference. Frontier-class reasoning on hardware you own.
SWAN ResearchWe analysed 2,347 tensors and found sensitivity varies by 50x. Uniform bit allocation leaves intelligence on the table.
Technology alone is not sovereignty. You need the organisational structure, governance, and talent to operate AI independently. Our framework delivers all three through single-threaded ownership, embedded governance, and cradle-to-grave accountability.
Custom team structures with embedded governance and full lifecycle ownership
Agile ceremonies, metrics frameworks, and sovereign-first tooling infrastructure
Build internal AI expertise so your sovereignty is sustainable long-term
Continuous improvement support as your sovereign AI programme scales and evolves
AI sovereignty demands AI accountability. Deploy with confidence knowing your systems meet regulatory requirements and ethical standards — under your control, auditable by your authority.
Three lines of defence with clear sovereign authority and escalation pathways
AI risk tiering aligned to your regulatory jurisdiction and EU AI Act categories
Process controls from ideation through sovereign model deployment and retirement
Ready-to-use AIA templates, vendor questionnaires, model cards, and compliance matrices
From sovereign deployment on commodity hardware to building the team and governance to operate independently.
We provide the research, technology, and expertise.
Talk to Our Team