OUR PRODUCTS
Built around your data and the way you work
KNOWLEDGE INFRASTRUCTURE
Bring order to institutional knowledge
On-premises AI agents gather and organise documents, detect errors and duplicates, track versions and connect information.
Automated file tagging
Suggested access by department
Knowledge graphs and reports
DECISION INTELLIGENCE
Turn connections into insight
Ontology-powered applications map relationships in your data, track changes and support evidence-backed decisions.
Entities and relationships
Change tracking and alerts
Department-specific workflows
SOVEREIGN AI
AI built around your institution
We build and maintain on-premises AI models for your departments, from defining requirements to training and workflow integration.
Training and fine-tuning with your data
On-premises deployment and integration
Dedicated engineers and ongoing model updates
CYBERSECURITY & TRAINING
Security assessments
Cybersecurity solutions

We combine cybersecurity solutions with expert-led training to protect your systems and your data.
Led by Dr Kubilay Küçük, DPhil (Oxford).
Executive & team training
CUSTOM LLM MODELS
Your expertise built into your own AI
Davion Knowledge Layer

Discover
A forward-deployed engineer learns your workflows and defines your AI needs.
INTAKE
New case
STEP 01
Structure sources
STEP 02
Approval briefing
Ready for review
Prepare data
Our data layer structures approved documents and prepares training and evaluation datasets.
Case captured
Sources verified
Brief created
Request approval

Process logged
Train
We fine-tune suitable models for your tasks and test them against agreed quality criteria.
Case
Decision router
Documents
Data
Rules
Review
Deploy
We deploy on your infrastructure, with system integrations and access controls.
Improve
We monitor performance and deliver tested updates as your data and requirements change.
Refresh sources
Scope needs
Clean data
Fine-tune models
Evaluate models
Deploy on-premises
Update models
Connect systems
Summarise documents
Test accuracy
Refresh sources
Scope needs
Evaluate models
Clean data
Fine-tune models
Deploy on-premises
Update models
COLLABORATION
Selected clients and partners.
We work with companies and organisations that put digital products, data and AI to work.












