Private large language models, enterprise software, and intelligent automation — deployed entirely inside your perimeter. Your models, your data, your IP. No third-party exposure.
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.
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.
We don't sell technology — we remove a constraint. Each capability maps to a pain regulated enterprises feel today, with delivered outcomes behind it.
On-prem, private-VPC, or air-gapped LLMs — Llama 3, Mistral, Phi-3. Zero data egress to third parties.
100% inference inside your perimeterPurpose-built vertical agents and multi-model orchestration tuned to your processes and compliance rules.
$25M+ manual review eliminatedDocument intelligence, claims processing, and compliance reporting via serverless + LLM pipelines.
Entire review functions replacedWeb, mobile, and desktop on cloud-native architecture, built with full enterprise engineering rigor.
$20M+ valuation in <12 monthsPrompt audit trails, hallucination detection, red-teaming, and shadow-AI assessment for regulated environments.
Surface & contain shadow AIFirst-principles advisory to modernize operations, cut TCO, and build durable competitive advantage.
$400M+ value across 100+ projectsThe full capability of frontier LLMs — without the data-sovereignty risk of third-party cloud AI. Every component deploys inside your perimeter.
Llama 3, Mistral, Phi-3 on-prem, private VPC, or air-gapped. Zero egress.
Trained on your documents, SOPs, and code. Speaks your language, only yours.
Your own vector stores — pgvector, Weaviate, Qdrant. Answers from your docs.
Audit trails, prompt logging, hallucination monitoring, compliance dashboards.
Cost-optimized routing — the right model for each task.
Prompt-injection defense, jailbreak resistance, adversarial evaluation pre-production.
Audit unsanctioned tools and replace them with managed alternatives.
Reliable JSON for ERP, claims, compliance databases, and automation.
The interfaces behind the engagements — from private-AI pipelines to regulated clinical monitoring.
Orchestrate — private-AI pipeline builder · automated claims intake
A legal-claims operation reviewed every document by hand — slow, costly, impossible to audit at scale.
A private-LLM pipeline (Llama 3, on-prem) for parsing, reward calculation, and fraud detection — zero data egress.
Replaced the entire manual review function and eliminated $25M+ in operational cost.
Interface designs shown are representative reconstructions for illustration.
Active, production-grade implementation experience across the world's most advanced technology platforms.
AWS · Azure · Google Cloud · Oracle · GovCloud · Azure Government
OpenAI · Anthropic · Meta Llama · Mistral · Vertex AI · Hugging Face
Snowflake · Databricks · BigQuery · Redshift · Spark · pgvector
Salesforce · Microsoft 365 · SAP · Oracle ERP · ServiceNow
HashiCorp Vault · Okta · CrowdStrike · GovCloud
Kubernetes · Docker · GitHub Actions · Terraform · Datadog
Every engagement runs the same disciplined path — with our senior team on it end to end, never a junior hand-off.
Decompose the problem to fundamentals and map data-sovereignty and risk constraints.
Security-by-design architecture, model selection, and human-centered UX.
Agile delivery with private-LLM deployment, integration, and adversarial testing.
Governance dashboards, monitoring, and enablement so your team owns it.
How we work is as deliberate as what we build.
Data protection is the foundation every system is built on — not a layer added at the end.
We decompose every problem to fundamentals, tying each decision to a business outcome.
We start with the end user and work backward — adoption and impact, not just delivery.
Iterative execution, continuous measurement, ruthless prioritization. Ship fast, validate with data.
Structured methodology for ambiguous, high-stakes problems across functions.
A limited number of clients at a time. Every engagement gets our senior team.
Quantylum works with a select group of organizations where we can create lasting impact. Engagements begin by introduction or direct inquiry.