Air-Gapped On-Premise AI for Regulated Operations
We deploy open-weight foundation models directly onto dedicated GPU silicon inside your physical facility walls. Zero external API calls, zero per-token metered costs, and zero exposure to the public internet.
The On-Premise Reference Architecture
An end-to-end blueprint illustrating how document ingestion, local inference runtimes, dual-NIC network segregation, and human-in-the-loop governance operate in complete physical isolation.
AIR-GAPPED ON-PREMISE REFERENCE ARCHITECTURE
Client Physical Perimeter • Zero Internet Exposure • 21 CFR Part 11 Validated
Dedicated Hardware Sizing Tiers
We size and procure turnkey hardware optimized for your exact document throughput and agent concurrency targets.
Turnkey Hardware Tiers for On-Site Inference
Departmental Pilot Workstation
Facility pilot validations, clinical R&D teams, legal contract audits, and single-batch deviation investigations.
Full Facility Inference Server
Site-wide operations, continuous ingestion of 50,000+ SOPs, multi-agent procurement swarms, and 24/7 GxP compliance.
Enterprise Multi-Facility Cluster
Multinational manufacturing networks, multi-facility document consolidation, offline fine-tuning, and high-throughput ingestion.
Compare Cloud Token Rent vs. Owned Silicon
Adjust the planning assumptions for an illustrative 36-month comparison. This is not a hardware quote or a cloud-vendor commitment.
Assumptions: 770 combined input/output tokens per page, 24/7 operation, electricity and support included for owned hardware. Labor, taxes, financing, additional cooling, backup storage, and vendor price changes are excluded.
Anatomy of an Air-Gapped Installation
A disciplined, step-by-step engineering protocol designed to guarantee that zero physical or logical data egress paths exist.
Bare-Metal Hardware Racking & Burn-In
Physical verification of supply chain provenance, UEFI/BIOS firmware integrity audits, 19" rack installation, 72-hour sustained GPU burn-in testing, and redundant power circuit validation.
Kernel-Level Network Isolation & Gateway Nullification
Physical dual-NIC segregation: NIC 0 binds strictly to local NVMe storage networks; NIC 1 exposes authenticated internal mTLS endpoints for authorized enterprise clients. Zero default gateway is configured.
Model Quantization & SHA-256 Tensor Pinning
Local FP8 / INT4 AWQ quantization of open-weight checkpoints. Cryptographic SHA-256 hashes are computed for every tensor file and pinned to an immutable boot manifest to prevent unauthorized weight tampering.
Zero-Telemetry Inference Engine Build
Inference runtimes (vLLM / TensorRT-LLM) are compiled directly from audited source trees with all Hugging Face hub pings, telemetry callbacks, and diagnostic beacons permanently compiled out.
Local Vector DB Bootstrapping & PDF Ingestion
Local vector engine bootstrapping on high-speed NVMe U.2 storage arrays. Ingestion workers process historical PDF archives, generating spatial bounding-box coordinates and tabular matrices.
21 CFR Part 11 Audit Trail Validation & Staff Handover
Execution of formal IQ/OQ/PQ protocols, validation of append-only cryptographic audit logs, disaster recovery rehearsal (recovery time objective < 4h), and operational handover to internal engineering.
Production Regulated Deployments
Real-world implementations where on-premise agent swarms deliver measurable operational and regulatory gains.
Automated Batch Deviation & CAPA Drafting
A sterile injectable manufacturer faced 14-day cycle times investigating batch deviations, requiring operators to manually cross-reference process logs against 4,500 active SOP revisions.
Tier 2 Server (4x RTX 6000 Ada) • Llama 3.3 70B (FP8) • 50k SOP library vector index • Split-screen bounding box viewer.
Investigation turnaround collapsed from 14 days to 4 hours. Zero compliance findings during FDA inspection due to deterministic page coordinate citations.
Air-Gapped Supplier & CoA Reconciliation Swarm
Procurement specialists were approving chemical raw material requisitions under immense time pressure without systematically checking trace impurity limits against pharmacopeia monographs.
3-agent specialized swarm • Parameterized read-only SAP ERP connector • CoA tabular geometry parser • Human cryptographic commit gate.
Identified 3 out-of-spec impurity variances prior to purchase order commitment, preventing $280,000 in batch contamination and material scrap.
On-Premise Clinical Pathology & Chart Extraction
A hospital network held 300,000+ unstructured clinical charts and pathology reports in scanned PDF format, legally prohibited by patient data privacy laws from using public cloud OCR.
Tier 1 Workstation • Qwen 2.5 72B INT4 AWQ • Local 300 DPI pathology-optimized OCR • Hospital isolated intranet.
Complete retrospective digitization completed in 3 weeks with 100% data residency maintained inside hospital data center.
Allergen Verification & Recipe Lineage Audit
Shared high-speed packaging lines required continuous verification of clean-in-place (CIP) logs and allergen declarations to prevent multi-million-dollar product recalls under FSMA.
Tier 2 Server • Local DeepSeek reasoning engine • Plant MES integration • Immutable local verification journal.
Real-time automated line-clearance audit in under 60 seconds per changeover, achieving 100% allergen labeling compliance.
Request a Hardware Sizing Specification
Share your monthly document ingestion volume and active ERP platforms. We will deliver a customized silicon sizing and 3-year TCO comparison.