Built for the mission, and the enclave.
Lumbridge builds and operates AI inside the environments government work demands: on-prem, air-gapped, and designed to federal standards. A SAM-registered small business with cleared leadership and real air-gapped delivery experience. This page is our capability statement.
Need a one-pager to forward? Download the capability statement (PDF)
Two tracks, one team
Enterprise Data & AI Platforms
Production cloud data lakes, ETL pipelines, and AI tooling for mid-market enterprises in construction, logistics, and manufacturing.
Air-Gapped AI & Secure Infrastructure
On-prem LLM deployments, GPU clusters, and hardened, auditable pipelines for government workloads.
What we do
Data Platforms
Enterprise cloud data lakes, ETL pipelines, medallion architecture, and multi-system integration.
AI / ML
On-prem LLM, RAG systems, predictive analytics, and AI-assisted workflows.
Secure Infrastructure
DISA STIG-hardened environments, FIPS-compliant encryption, RHEL 9, OpenShift, Docker, and vLLM serving.
Cloud & Analytics
Microsoft Azure, Fabric, Power BI, Purview, AI Foundry, OneLake, M365, and equivalents on AWS and GCP.
Systems Integration
ERP unification (e.g. CMiC, HCSS, Sage, Procore), IoT and telematics (e.g. Samsara), and custom API development.
Managed AI
Enable stakeholders and C-suite leaders to bring AI into their organization: managed rollout, governance, security, and adoption.
Why Lumbridge
On-prem AI expertise
Hands-on deployment of on-prem, air-gapped LLMs and custom ML pipelines: vLLM, custom CUDA libraries, NVIDIA Triton Inference Server, signed model weights, and multi-modal training and inference with continuous learning.
Cleared leadership
Anchored by leadership with an active DoD clearance and classified fighter-aircraft program experience.
Proven commercial traction
Production data platforms running at mid-market enterprises today, with measurable ROI.
Proven document AI at scale
Team experience includes fine-tuning document AI across 100M+ page workflows, classification models differentiating 1,000+ document types, and custom geometric graph models for novel NLP use cases.
Selected work
Unified 5+ disconnected systems (ERP, finance, and field operations) into one governed source of truth. Executive reporting that was previously impractical to assemble by hand is now delivered in minutes, and decisions are data-driven.
Data pipelines, infrastructure, and inference services built for large-scale projects operating at nanosecond and picosecond scales.
Designed and operated air-gapped GPU clusters serving fine-tuned LLMs and RAG pipelines entirely on-premise in production, with complete audit logging of every action.
Partners with C-suite leaders navigating AI adoption: surfacing high-value use cases and translating them into funded projects, with ongoing managed-AI support.
Research credibility
Lumbridge Research develops mathematically rigorous interpretability methods, using algebraic topology, noncommutative geometry, and algorithmic information theory to build computable, verifiable tools for understanding why a model produces a given output. External validation includes a University of Chicago research partnership, an Illinois Innovation Voucher, the Ansys Startup Fund, and a Polsky Center affiliation, with 20+ collaborating researchers.
Compliance and contracting posture
Architecture designed to be compliant with NIST SP 800-171 (the control basis for CMMC Level 2), NIST 800-53, and the NIST AI RMF. CMMC Level 1 self-assessment readiness is in place, with a CMMC-certified partner engaged. Available to prime or subcontract.
Capability snapshot
- Legal name
- Lumbridge LLC
- UEI
- GHU6U1RUBPY8
- CAGE
- 1ZWX7
- Structure
- Limited Liability Co.
- State
- Illinois (IL-05)
- Founded
- February 7, 2022
- SAM status
- Active
- Size
- Small Business · < 15
NAICS
- 541512 Computer Systems Design
- 541715 R&D Engineering / Phys. Sci.
- 541511 Custom Programming
- 518210 Computing Infra / Data Proc.
- 334111 Electronic Computer Mfg
- 541614 Logistics Consulting
- 541611 Management Consulting
Certifications
Microsoft Cloud Partner (MAICPP, Partner ID 7109632). CTA Small Business Enterprise (SBE), Chicago, in progress.