Private language models that actually know your business.
We fine-tune open-source foundation models on your documents, tickets and codebase - then wire them into your products with retrieval, guardrails and observability. No data leaves your VPC.
- Fine-tuning on Llama, Mistral, Qwen & private models
- Production RAG with citations & freshness controls
- Hallucination scoring, PII redaction, audit logs
↳ source · q3-board-deck.pdf p.14
Run AI Where Your Business Actually Lives.
Whether you're on AWS, locked into on-premise for compliance, or pushing intelligence to the edge, we architect around your constraints, not ours. Same engineering rigor, wherever you need it.
Cloud Deployment
Scalable AI on AWS, Azure, or GCP infrastructure-as-code, auto-scaling, cost-optimised from day one.
- AWS · Azure · GCP partners
- Terraform / Pulumi IaC
- 24/7 managed observability
On-Premise & Local Server
Your data never leaves your walls. Air-gapped AI for finance, healthcare, and defense fully compliant, fully yours.
- NVIDIA / AMD GPU clusters
- Open-source LLMs, on your metal
- HIPAA / SOC 2 / ISO 27001
Hybrid Cloud & Edge AI
Train in the cloud, run at the edge. Offline-ready, low-latency, built for global rollouts.
- Jetson, Coral, custom SoC
- Federated & privacy-preserving
- Sub-50ms inference latency
Multi-step agents that ship work, not chat replies.
We design agent systems that plan, call your APIs, write to your databases and hand off to humans when the confidence drops. Built on LangGraph and our own orchestrator - with full traceability on every step.
- Tool-using agents over your existing APIs & databases
- Human-in-the-loop checkpoints & rollback
- Step-by-step traces, eval harness & cost dashboards
See what your cameras and sensors are missing.
Detection, segmentation and time-series forecasting trained on your operational data - deployed to edge devices, factory floors or the cloud. Built for messy real-world conditions, not benchmark datasets.
- Defect detection, OCR, object tracking at 60fps
- Forecasting demand, churn, anomalies & risk
- Edge deployment on Jetson, Coral & custom silicon
