Turnkey On-Prem Appliance & Custom Fine-Tuning
For regulated enterprises where cloud AI is a non-starter.
For highly regulated enterprises — healthcare networks, financial institutions, defense contractors — requiring air-gapped, zero-cloud operational environments with proprietary fine-tuned models on private data.
Fit criteria.
- +Healthcare networks bound by HIPAA and BAAs
- +Banks and insurers under SOC2 / regulator scrutiny
- +Defense and gov contractors with air-gap mandates
- +Enterprises with proprietary datasets that materially differentiate their outputs
Scope of work.
Delivery cadence.
Compliance review, data audit, hardware sizing, fine-tuning scope-lock.
Sanitization, labeling, evaluation-set construction.
Model training, integration with internal systems, red-team validation.
Production deployment, monitoring, retraining cadence begins.
What ships.
- →Air-gapped enterprise AI appliance
- →Fine-tuned proprietary model(s)
- →Full compliance documentation package
- →Enterprise system integrations
- →MLOps retainer coverage
What you should expect.
- ↗Regulator-defensible AI deployment
- ↗Proprietary model advantage no cloud vendor can replicate
- ↗Zero dependency on third-party AI infrastructure
Why Private AI Deployment matters right now.
Enterprise AI is moving from experiment to infrastructure. Every quarter you delay a private/on-prem deployment, your data leaves your control and your compliance surface widens.
Public API tools leak proprietary data. Employees paste customer info into ChatGPT daily. Every leaked prompt is a potential regulatory event and a competitive advantage handed to your rivals.
Cost vs. value — do the math.
What you actually get.
- Air-gapped enterprise AI appliance
- Fine-tuned proprietary model(s)
- Full compliance documentation package
- Enterprise system integrations
Typical payback trigger: regulator-defensible ai deployment.
Why now — not next quarter.
The AI infra window is closing. Enterprises deploying now lock in the operational advantage. Late movers pay 3–5x more, take twice as long, and inherit legacy pain.
Common questions.
Do you help procure hardware?
Yes — we spec and source, but the physical hardware is billed directly to you at cost.
Can we run this without a full-time MLOps hire?
That's what the monthly retainer is for. We own drift monitoring, evals, and retraining.
Book Discovery Call.
Founder-sponsored scoping. No sales-team gauntlet.