Sovereign AI Infrastructure

Intelligence
you actually own.

Private large language models, enterprise software, and intelligent automation — deployed entirely inside your perimeter. Your models, your data, your IP. No third-party exposure.

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Why now

The AI advantage your
compliance team won't approve.

Every enterprise wants frontier AI. Few can safely send their data to a third-party API to get it. That gap — between AI ambition and data-sovereignty reality — is exactly what Quantylum was built to close.

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of organizations have employees using unsanctioned "shadow AI" tools.
Reco · 2025 State of Shadow AI
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have pasted sensitive company data into public AI tools without permission.
Reco / BlackFog · 2025
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name data-privacy risk a top barrier to scaling generative AI.
World Quality Report · 2025
$4.44M
average global cost of a single data breach.
IBM · Cost of a Data Breach 2025
Where we operate

Our edge lives in the overlap.

Most firms do one of these disciplines well. Quantylum sits where all three meet — delivering private LLM infrastructure in the intersection almost no one can serve.

Frontier AI Security & Sovereignty Enterprise Engineering AI Governance & Red-Teaming AI Agents & Automation Compliant App Engineering Quantylum
Frontier AISecurity & SovereigntyEnterprise Engineering
What we do

Every service answers
a specific market need.

We don't sell technology — we remove a constraint. Each capability maps to a pain regulated enterprises feel today, with delivered outcomes behind it.

LLM

Private LLM Infrastructure

On-prem, private-VPC, or air-gapped LLMs — Llama 3, Mistral, Phi-3. Zero data egress to third parties.

100% inference inside your perimeter
AG

AI Integration & Agents

Purpose-built vertical agents and multi-model orchestration tuned to your processes and compliance rules.

$25M+ manual review eliminated
PA

Intelligent Process Automation

Document intelligence, claims processing, and compliance reporting via serverless + LLM pipelines.

Entire review functions replaced
APP

Enterprise App Development

Web, mobile, and desktop on cloud-native architecture, built with full enterprise engineering rigor.

$20M+ valuation in <12 months
GOV

AI Governance & Security

Prompt audit trails, hallucination detection, red-teaming, and shadow-AI assessment for regulated environments.

Surface & contain shadow AI
DX

Digital Transformation

First-principles advisory to modernize operations, cut TCO, and build durable competitive advantage.

$400M+ value across 100+ projects
Secure AI

Your models. Your data.
Your infrastructure.

The full capability of frontier LLMs — without the data-sovereignty risk of third-party cloud AI. Every component deploys inside your perimeter.

Private LLM Deployment

Llama 3, Mistral, Phi-3 on-prem, private VPC, or air-gapped. Zero egress.

Domain Fine-Tuning

Trained on your documents, SOPs, and code. Speaks your language, only yours.

RAG over Private Data

Your own vector stores — pgvector, Weaviate, Qdrant. Answers from your docs.

Governance & Observability

Audit trails, prompt logging, hallucination monitoring, compliance dashboards.

Multi-Model Orchestration

Cost-optimized routing — the right model for each task.

AI Red-Teaming

Prompt-injection defense, jailbreak resistance, adversarial evaluation pre-production.

Shadow AI Assessment

Audit unsanctioned tools and replace them with managed alternatives.

Structured Output

Reliable JSON for ERP, claims, compliance databases, and automation.

Featured work

Shipped to production.

The interfaces behind the engagements — from private-AI pipelines to regulated clinical monitoring.

Orchestrate — AI pipeline builder

Orchestrate — private-AI pipeline builder · automated claims intake

The challenge

A legal-claims operation reviewed every document by hand — slow, costly, impossible to audit at scale.

Our engagement

A private-LLM pipeline (Llama 3, on-prem) for parsing, reward calculation, and fraud detection — zero data egress.

The result

Replaced the entire manual review function and eliminated $25M+ in operational cost.

Seller intelligence dashboard

Identify Suite — Seller intelligence

Live at scale · thousands of Amazon sellers
Clinical telemonitoring console

OVOK — Clinical telemonitoring

HIPAA-logged vitals across a multi-clinic network

Interface designs shown are representative reconstructions for illustration.

Ecosystem

Built across the leading platforms.

Active, production-grade implementation experience across the world's most advanced technology platforms.

aws
Azure
Google Cloud
ORACLE
NVIDIA
Kubernetes
OpenAI
Anthropic
Meta
Mistral AI
Hugging Face
Databricks
Snowflake
MongoDB
PostgreSQL
Salesforce
SAP
ServiceNow
Cloud & Compute

AWS · Azure · Google Cloud · Oracle · GovCloud · Azure Government

AI & Machine Learning

OpenAI · Anthropic · Meta Llama · Mistral · Vertex AI · Hugging Face

Data & Analytics

Snowflake · Databricks · BigQuery · Redshift · Spark · pgvector

Enterprise Platforms

Salesforce · Microsoft 365 · SAP · Oracle ERP · ServiceNow

Security & Compliance

HashiCorp Vault · Okta · CrowdStrike · GovCloud

Dev & DevOps

Kubernetes · Docker · GitHub Actions · Terraform · Datadog

How we work

From first principles
to production.

Every engagement runs the same disciplined path — with our senior team on it end to end, never a junior hand-off.

01

Discover

Decompose the problem to fundamentals and map data-sovereignty and risk constraints.

— Stakeholder workshops— Threat assessment— Success metrics
02

Design

Security-by-design architecture, model selection, and human-centered UX.

— Solution architecture— Model evaluation— Data-flow design
03

Build

Agile delivery with private-LLM deployment, integration, and adversarial testing.

— Iterative sprints— Red-teaming & QA— Integration
04

Operate

Governance dashboards, monitoring, and enablement so your team owns it.

— Observability— Audit & compliance— Training & handover
Our approach

Why Quantylum.

How we work is as deliberate as what we build.

Security by Architecture

Data protection is the foundation every system is built on — not a layer added at the end.

First-Principles Engineering

We decompose every problem to fundamentals, tying each decision to a business outcome.

Human-Centered Design

We start with the end user and work backward — adoption and impact, not just delivery.

Lean Delivery

Iterative execution, continuous measurement, ruthless prioritization. Ship fast, validate with data.

Enterprise Design Thinking

Structured methodology for ambiguous, high-stakes problems across functions.

Selective Engagement

A limited number of clients at a time. Every engagement gets our senior team.

Contact

If you are building something
that matters.

Quantylum works with a select group of organizations where we can create lasting impact. Engagements begin by introduction or direct inquiry.

New York, NY · DelawareOperating globally