Enterprise AI that never leaves your building.
We deploy open-source language models on your own hardware or private cloud — sized, quantized, fine-tuned on your data and handed over with full documentation. No per-token fees. No data leaving your perimeter.
- Deployment
- On-prem / air-gap / VPC
- Models
- Llama, Mistral, Qwen, DeepSeek
- Customisation
- LoRA / QLoRA fine-tuning, RAG
- Retrieval
- Vector + GraphRAG pipelines
- Serving
- vLLM, Ollama, TensorRT-LLM
- Governance
- SSO, metering, quotas, audit
- Compliance
- GDPR, HIPAA, SOC 2 aligned
- Ownership
- You keep everything
Cloud AI is convenient. It is not always allowed.
Regulated data, client privilege, trade secrets and sovereignty rules stop many organisations from sending prompts to third-party APIs. Open-weight models now match cloud quality on most enterprise tasks — the missing piece is an engineering partner to deploy them properly.
Data stays inside
Prompts, documents and model weights never cross your network boundary. Optional full air-gap for classified or high-sensitivity environments.
Fixed, predictable cost
Above a few million tokens a day, self-hosting typically beats API pricing. Hardware is a one-time cost you depreciate — not a per-seat subscription.
No vendor lock-in
You own the stack. A provider price change, outage or product shutdown cannot take your AI capability offline.
One partner from hardware sizing to handover
On-premise AI deployment
GPU sizing, model selection, inference serving, SSO, metering and quota controls — installed in your data centre or server room.
Explore the serviceLLM fine-tuning
LoRA, QLoRA and full fine-tunes on your proprietary data, evaluated against your real tasks before anything ships.
Explore the serviceAir-gapped AI
Fully disconnected deployments for defence, government and IP-critical R&D, including offline model update procedures.
Explore the serviceCloud-to-on-prem migration
Move workloads off OpenAI, Anthropic or Azure endpoints onto self-hosted models with API-compatible drop-in replacements.
Explore the serviceManaged private AI
Monitoring, model refreshes, security patching and capacity planning after go-live — your AI stack, our pager.
Explore the service20+ proven use cases
Unified search, support agents, document intelligence, email and call triage, surveillance analytics and more — with the model types behind each.
Browse use casesA deployment process built for auditors as much as engineers
Assess
Workload analysis, data classification, compliance constraints and a hardware sizing report with transparent cost modelling.
Pilot
A working proof of concept on representative data — quantized open models served on rented or existing hardware, measured against your acceptance criteria.
Deploy
Production installation: inference servers, gateway, access control, logging and integration with your identity provider and internal tools.
Tune
Fine-tuning and retrieval pipelines built on your documents, with evaluation suites you can re-run after every model update.
Hand over or manage
Full documentation and training for your team — or a managed service agreement if you would rather we keep operating it.
Enterprise controls, built in from day one
A model server alone is not a deployment. Every system we ship includes the governance layer your IT and finance teams will ask about in week one.
Single sign-on
SAML and OIDC integration with Entra ID, Okta, Keycloak or your existing identity provider — role-based access mapped to your directory groups.
Usage metering & chargeback
Per-user, per-team and per-application token metering with exportable reports, so departments can be billed internally and ROI is measurable.
Quota & budget management
Hard and soft limits per key, team or project; rate limiting, priority tiers and alerts before anyone exhausts shared capacity.
Advanced retrieval: RAG & GraphRAG
Vector search (Qdrant, Milvus, pgvector) plus knowledge-graph retrieval for questions that span entities and relationships across your documents.
Observability & evaluation
Tracing, latency and quality dashboards with self-hosted tooling, and evaluation suites you can re-run after every model or prompt change.
Audit & guardrails
Complete prompt/response audit logs to your SIEM, PII redaction filters and policy-based routing for sensitive content.
Built for organisations that cannot use public AI
Healthcare
Clinical documentation and PHI-safe assistants aligned with HIPAA.
Legal
Document review and research without breaking client privilege.
Financial services
Analysis and automation inside your regulatory perimeter.
Government & defence
Air-gapped and sovereignty-compliant deployments.
Insurance & actuarial
Claims, underwriting and actuarial document automation.
Banking, identity & fraud
KYC document intelligence and fraud-investigation support.
Customer experience
Support deflection, agent assist and QA at fixed cost.
All industries
See every sector we deploy for, with compliance notes.