Custom AI Solutions
LLM applications, autonomous agents, RAG pipelines, computer vision, and forecasting systems — designed around your workflows and integrated with your existing stack.
- LLM apps
- Agents
- RAG
- Vision
AI · R&D · Enterprise systems
Intelligence, engineered for your enterprise.
Virtual Nous designs, builds, and operates custom AI systems and applied R&D programs — deployed on your infrastructure or in the cloud, always under your control.
- Sovereign
- Your data, under your control
- Open
- Standards over lock-in
- Senior
- Engineers & researchers on every project
- Production
- Built to run, not just to demo
Technologies we work with
- PyTorch
- TensorFlow
- Hugging Face
- LangChain
- vLLM
- NVIDIA CUDA
- Kubernetes
- Docker
- AWS
- Azure
- Google Cloud
- PostgreSQL
- Kafka
- Next.js
What we build
From research question to running system.
One team covering the full arc: applied research, custom AI engineering, and the enterprise platforms that put them to work.
R&D & Applied Research
From feasibility studies to working prototypes: model training, fine-tuning, evaluation, and the experiments that de-risk your technology roadmap.
- Prototyping
- Fine-tuning
- Evaluation
Local & On-Prem AI
Private LLMs and AI infrastructure inside your data center — air-gapped when needed, compliant by design.
- Private LLMs
- Air-gapped
- GPU infra
Cloud & Hybrid Platforms
Cloud-native AI architectures with MLOps, autoscaling, and cost control — or hybrid setups that keep sensitive workloads local.
- MLOps
- Autoscaling
- Cost control
Enterprise Software
Custom platforms, integrations, and data pipelines that turn AI capability into daily operations.
- Platforms
- Integrations
- Data
Why Virtual Nous
AI that reaches production — and stays there.
Most enterprise AI projects stall between the demo and the data center. We build for production from day one.
| Virtual Nous | Typical AI vendor | |
|---|---|---|
| Team you work with | Senior engineers & researchers | Rotating outsourced teams |
| Where your data lives | Your infrastructure | Their cloud |
| Model & IP ownership | Yours, fully | Licensed to you |
| Deployment options | On-prem · cloud · hybrid | Cloud only |
| Vendor lock-in | None — open standards | High |
Every engagement starts with success criteria we agree on — and measure — together.
How we work
From first meeting to running system.
A tight loop that keeps every phase measurable and reversible.
- 01
Discover
We map your workflows, data, and constraints to find the highest-leverage AI opportunities.
- 02
Prototype
A working pilot on your real data — measured against success criteria agreed up front.
- 03
Deploy
Hardened for production on your infrastructure or in the cloud: security review, integration, rollout.
- 04
Operate
Monitoring, evaluation, and continuous improvement — with your team trained to own the system.
Trust & security
Built for enterprise trust.
Security and sovereignty aren't add-ons. They're the starting point of every architecture we ship.
Security first
SSO, audit trails, least-privilege access, and air-gapped deployment options for critical workloads.
Data sovereignty
GDPR- and KVKK-aligned architectures. Your data stays in your jurisdiction — and your perimeter.
Built to hand over
Clean code, documentation, and training for your team. No black boxes, no dependency on us.
Contact
Let's build what's next.
Tell us about the problem you're trying to solve. We'll come back with a first take and a suggested path.
Start the conversation
Or write to us directly:info@virtualnous.com