
Your AI should not leave your facilities.
We design sovereign AI servers, hierarchical agents, and data systems that turn your local infrastructure into a defensible operating advantage.
Data Sovereignty
Sensitive data stays inside your facilities.
Agent Execution
Specialized agents turn intent into action.
Data Mastery
Documents, schemas, and metrics become operational.
Total Security
No third-party telemetry or default outbound routes.
The perimeter becomes the product.
The cloud can accelerate a demo. Owned infrastructure can sustain a regulated operation. Sovereignty means controlling where data lives, how agents reason, and what evidence they leave behind.
Data in your perimeter
Documents, ERP, MES, and LIMS under your organization's physical control.
Silicon you own
Open-weight models deployed on servers sized for your real workload.
Defensible evidence
Audit trails, provenance, and permissions defined before an agent acts.
Operational security
Less vendor dependency and zero default outbound routes.

Not a chatbot. A chain of command.
Every objective is decomposed into specialized roles, approved tools, and control gates. Design it for procurement, quality, maintenance, finance, logistics, or any repeatable work inside your operation.
Choose a task to see the execution chain.
“Reduce the cost of the next raw-material order”
Code that works. Systems that leave evidence.
Automation does not disappear into a black box. Your teams can see jobs, tests, deployments, queues, and metrics running on local terminals, with logs that can be audited.


From isolated data to operational decisions.
Your dashboards should not only describe what happened. They connect quality, inventory, production, suppliers, and risk so every leader can act on the same local reality.
The Six-Layer Private AI & Supply Chain Stack
We do not sell disconnected AI experiments. We deliver an integrated production stack that bridges raw industrial data directly to air-gapped agentic execution.
Managed Operations
Model Drift Monitoring • Local Re-evaluation • Hot-Swap SLAs
On-Premise Deployment
Dedicated GPU Silicon • Dual-NIC Isolation • vLLM FP8 • Physical Air-Gap
Supply Chain Consulting
Process Engineering • Inventory & Safety Stock • Contract Manufacturing
Agentic AI Systems
Specialized Swarms • Hardened Internal Tool-Calling • Human Sign-Off Gates
Private Document Intelligence
Spatial OCR Coordinates • Hybrid BM25 + Vector Retrieval • Page-Level Attribution
Data Architecture & Readiness
Schema Normalization • SAP / MES / LIMS Pipelines • GxP Audit Taxonomy
From Initial Audit to Air-Gapped Production
A structured, milestone-driven pathway engineered to eliminate operational risk at every phase.
Assess • Architect • Build • Deploy • Operate
Data Diagnostic & Audit
- •Audit of ERP / MES / LIMS schemas
- •PDF repository heterogeneity sampling
- •Regulatory constraints mapping (Part 11)
- •Preliminary GPU VRAM & server sizing
Architecture & Model Selection
- •Open-weight model benchmark & selection
- •Dual-NIC physical network topology
- •Vector database & metadata schema design
- •Hardware procurement Bill of Materials (BOM)
Agent Swarms & PDF Ingestion
- •High-throughput PDF ingestion & spatial OCR
- •Specialized domain agent prompt engineering
- •Read-only parameterized SQL ERP connectors
- •Deterministic citation verification engine
On-Site Commissioning & Air-Gap
- •Physical server racking & burn-in testing
- •Kernel-level network isolation validation
- •21 CFR Part 11 audit trail ledger sign-off
- •Staff training & operational SOP handover
Managed Operations & SLAs
- •Monthly model drift & accuracy benchmarking
- •Periodic local retraining on new SOP revisions
- •Secure offline updates for model checkpoints
- •Hardware spare hot-swaps & 4-hour SLA
Put sovereignty to work.
We evaluate your data, tasks, and security boundaries to define an architecture that can operate inside your walls.