Processing
Make information usable
Data engineering, integration, automation and AI solutions. Understand how data moves through systems and processes, how it is transformed and how it supports business and customer outcomes.
Our approach
Our data governance framework
A structured starting point for assessing maturity and improving the way data and AI are managed.
A framework that fits the organisation
Our framework brings together the processes needed to make data useful, dependable and responsibly managed. We adapt it to your organisation’s objectives, risks, systems and ways of working, or use your existing framework where one is already established.
The overview below retains four connected lenses. They apply across the data lifecycle, from collecting and creating information to using, sharing, retaining and disposing of it.
Quality
Establish confidence in the data
Definitions, validation, observability, monitoring and assurance. Set useful standards, identify issues, agree responsibility for corrections and evaluate data and AI outputs in context.
Ethical
Use information responsibly
Consider appropriate use, fairness, transparency and potential harm. Connect data and AI decisions with organisational values and the people affected by them.
Compliance & risk
Keep accountability and control
Ownership, access, protection, oversight and evidence. Manage obligations and risks, including AI logging, agent autonomy and human review, with controls that can be operated and checked.
From assessment
to practical change
We use the framework to understand current maturity, agree priorities and design the roles, policies, procedures, documentation and tools needed to improve. Architecture and operations are considered throughout these four lenses.
The output is an achievable roadmap, with ownership and sequencing, rather than a template left for the organisation to interpret alone.
See the Northumbria exampleWhat is your information challenge?
Whether you have a specific problem or are looking at a wider strategy, we would be interested in talking.
Talk to Kellerton