Fine-tuning for domain precision
Fine-tune compact models on governed internal datasets to produce assistants tuned to your language, controls, and workflows.
Capabilities
Fine-tuning, multi-modal RAG, multi-model deployment, and orchestration through n8n.
Multi-modal RAG
Build retrieval systems spanning documents, images, and media transcripts with clear provenance and controlled access paths.
Multi-model specialist orchestration
Combine specialist models and deterministic tools through n8n orchestration to deliver reliable, auditable outcomes.
Governed inference
Apply role boundaries, policy checks, and operational monitoring so AI can run safely in regulated environments.
Specialist model clusters with orchestration and policy controls for predictable, production-grade outcomes.
Capability focus areas
Our work concentrates on local AI automation, retrieval-augmented generation, and deterministic workflow orchestration for regulated organisations.
- Local large language model deployment patterns
- Governed RAG with provenance and reviewer checkpoints
- n8n orchestration for policy-aware tool execution
- Migration and handover into client-owned infrastructure
See our solutions and case studies for implementation context.