100%
On your infrastructure
Private by default
Deployments are designed so sensitive work never has to leave infrastructure you own.
Private AI. Open models. Purpose-built software.
We deploy open-source models on infrastructure you own, then build the software that turns them into products your team actually uses.
Why we exist
Getting weights running is a weekend. Making them useful is architecture, interface, data plumbing, and the discipline to keep it maintainable after launch - which is the work we actually do.
We take products from plan to production and stay through the iterations that follow.
Models, data and logs stay inside infrastructure you own.
Interface, backend and integrations - the part people actually use.
100%On infrastructure you own
What we do
A selection of what we build. All 9 services, grouped by how engagements run, are on the services page.
See all 9 servicesNot sure which of these you need?
Talk it throughThree ways in, one team
Deploy private AI, build the product around it, or have what you already run assessed. Most engagements end up touching all three.
How each one runsOpen models running on hardware you control, integrated with the systems your team already uses.
Scope a deploymentOpen models running on hardware you control, integrated with the systems your team already uses.
One partner from architecture through interface, backend, integrations, and launch.
Assess an AI deployment or platform for real attack paths, then harden what actually matters.
The stack you end up owning
Nothing in the diagram below depends on a vendor you cannot replace.
Weights, index, runtime, and access control all sit inside your perimeter. Swap any one of them without renegotiating a contract.
Models
Retrieval
Runtime
Access
Documents, prompts, and outputs stay inside your network. What leaves is what you decide should leave.
Interface, backend, integrations - the part that decides whether anyone uses it.
Prompt injection, data leakage, model abuse, and the ordinary infrastructure paths underneath.
Our work
Built with iForge across AI, education, commerce, and digital manufacturing.

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Visit siteWhy choose us
Private AI, a full product, or a security assessment - built to run in production, on infrastructure that stays yours.
100%
On your infrastructure
Deployments are designed so sensitive work never has to leave infrastructure you own.
6
Platforms shipped
Live platforms across learning, commerce, and manufacturing - not pilots left on a shelf.
1
Team, no handoffs
Architecture, interface, engineering, integrations, and launch handled as one engagement.
Get a deployment brief
Leave an address and we will send a short brief on what a private deployment takes at your size. No sequence, no sales calls.
Questions, answered
Privacy, scope, and how engagements start - without the sales fog.
It is our core focus, especially where privacy or independence matter. We also build full software products and will integrate hosted models when that is the right trade-off.
No sales sequence. A short call, then a written plan.
Start a project
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