Your own LLM. On your infrastructure. Under your control.
Off-the-shelf AI sends your data to someone else's cloud. Utilon builds a custom large language model tuned to your business and deploys it entirely on-prem — air-gapped or in your VPC — so your data never leaves and every action stays inside your compliance boundary.
Private by default
Your documents, customers and IP never leave your environment. No third-party training, no data egress, no surprises.
Tuned to your business
Fine-tuned on your domain, terminology, SOPs and history — so answers and actions are accurate to how you operate.
Yours to control
Own the weights, the infrastructure and the cost curve. Predictable spend, no per-token meter, no vendor lock-in.
Your data never leaves your boundary
The model, the data and the agents all live inside your perimeter. Utilon runs where you run — a rack in your building, your private cloud, or an air-gapped network with no internet at all.
- No data sent to external APIs or third parties
- Inference and training stay on your hardware
- Full data residency — pick the region, keep it there
From your data to a private model in production
A proven pipeline that turns your knowledge into a secure, deployable model.
1 · Ingest
Securely connect your documents, ERP data and SOPs — inside your network.
2 · Adapt
Fine-tune and ground the model on your domain with retrieval over your knowledge.
3 · Guardrail
Add policies, PII redaction, role limits and evaluation for safe, accurate output.
4 · Deploy
Ship on-prem, in your VPC or air-gapped — on your GPUs, monitored and versioned.
5 · Operate
Utilon agents use the model to do real work, improving with feedback over time.
Answers from your knowledge — never sent away
Ask in plain language and the private model responds with grounded, cited answers drawn only from your data. Every access is logged and PII is redacted — all without a byte leaving your network.
Runs wherever your compliance requires
Air-gapped
Fully offline networks with no internet access. Ideal for defense, pharma and critical infrastructure.
Private cloud / VPC
Your own AWS, Azure, GCP or OpenStack tenancy — isolated, encrypted and under your keys.
Your own GPUs
On-prem racks and existing hardware. We size, deploy and monitor the model on your metal.
Built to pass the audit
Security and compliance aren't add-ons — they're how the model is built, deployed and run.
PII redaction
Sensitive fields are detected and masked before they ever reach the model or a log.
RBAC & SSO
Role-based access, your identity provider, and least-privilege scoping on every request.
Immutable audit
Every prompt, retrieval and action is logged — tamper-evident and export-ready for auditors.
Data residency
Pin data and inference to a region or facility, and prove it stayed there.
Encryption
Encrypted in transit and at rest, with your keys (BYOK / HSM) if you require it.
Guardrails & evals
Policy enforcement, jailbreak resistance and continuous evaluation for safe output.
One private model, many jobs
Agent brains
The reasoning engine behind every Utilon ERP agent.
Document intelligence
Extract, summarise and answer over your contracts and records.
Domain copilot
A private assistant for your teams, grounded in your knowledge.
Analyst on call
Ask questions of your data and get answers with the working shown.
Custom AI, answered
Never. Your model is yours alone, trained only on your data, inside your environment. Nothing is shared, pooled or sent to a third party.
Yes. The model, retrieval and agents run without any internet connection. Updates are delivered through your controlled process.
We select the best open-weight foundation for your use case, size and hardware, then fine-tune and ground it on your data. You own the resulting weights.
The private model is the reasoning engine the agents call. Same governance, same audit trail — the agents simply think with your model instead of a public one.
It scales from a single GPU server to a cluster. We right-size the model to your workload and can run on hardware you already own.
Own your AI, end to end
Let's scope a custom, on-prem model for your business — private, compliant and tuned to how you operate.