01
Compute
Begin inside your environment.
A maintenance request reaches your private model through an authenticated gateway. The model runs on infrastructure sized for the workload.
Private AI infrastructure & agent systems
Private AI infrastructure that can actually operate the business.
Running a model locally solves only one part of the problem. We build the surrounding infrastructure that turns private models into useful company systems: knowledge, memory, agent orchestration, governed tools, identity, evaluation, monitoring, and operational ownership.
Inside the workflow / Illustrative example
One request. A complete private AI system.
Follow a maintenance request through private compute, company knowledge, a governed harness and an approved system update.
Compute
Begin inside your environment.
A maintenance request reaches your private model through an authenticated gateway. The model runs on infrastructure sized for the workload.
02
Company Brain
Ground the task in company knowledge.
The approved maintenance manual supplies the procedure, its version and the source citation.
03
Agent harness
Decide what the agent may do.
The harness selects a bounded ticket tool and pauses for a supervisor before a business-system write.
04
Agentic endpoints
Connect the software you already own.
A scoped interface updates the existing service ticket. The system of record stays in place.
05
Control
Finish with an accountable outcome.
The approved work order retains its source, approver and audit event. Identity and control span the entire path.
What we engineer
The details that make this workflow dependable.
Compute
Workload benchmarking, hardware architecture, private inference, storage, networking, model serving, routing, and monitoring.
Company Brain
Permission-aware company knowledge, citations, memory, provenance, synchronization, and specialist context for people and agents.
Custom agent harness
Instructions, tools, memory, subagents, routing, approvals, sandboxing, evaluation, fallback, and release controls.
Agentic endpoints
MCP, APIs, databases, webhooks, events, and controlled browser interfaces into the systems your company already owns.
Control
Identity, permissions, secrets, audit events, human approval, backups, recovery, regression testing, and managed operation.
Start with proof
Bring us the workflow you want to improve.
We map the work, test model and capacity requirements, design the controls, and define a practical implementation.