Data & AI
Guides to data platforms, governance, analytics and putting AI to work on company data.
All Data & AI articles

KPI dashboards that leaders actually use
Why most management dashboards are opened twice and forgotten, and eight steps to build one that becomes part of how decisions are made.

Data lakehouse or data warehouse: which architecture fits your company?
A side-by-side comparison of the two architectures on data types, skills, cost, governance and AI, with clear guidance on when each one is the better choice.

Customer data platform (CDP) or data hub: what is the difference?
Two kinds of central data platform that solve different problems, how they compare, and when you need one, the other or both.

Master data management (MDM): when you need it and how to start
What master data is, the signs that duplicates and conflicts are costing you, and a small first step that does not start with buying a platform.

Microsoft Copilot in the business: what it can and cannot do with your data
Which company data Copilot reads, where its limits are, how privacy works, and what to fix before you roll it out.

AI readiness: is your data ready for AI?
How to check whether your company data can support a specific AI workflow, before you connect a model to it.

Data pipelines that do not break: a practical guide for data teams
Why pipelines fail, eight practices that make them reliable, and how to tell when scripts are no longer enough.
From our work
Client Case: Stena LineStena Line modernised its Azure data platform - improving Power BI reliability, reducing pipeline runtimes and scaling with medallion architecture.
Client Case: HedinFaster loads and clean code: bringing modern software habits to Hedin’s BI platform.
Client Case: CetasolHow Devies helped Cetasol modernise iHelm, improve data quality and build new features for AI-driven fuel optimisation in marine operations.
Client Case: StadsbyggnadsförvaltningenHow Devies helped Gothenburg's city planning office turn fragmented traffic data into a living, trusted Traffic Catalogue.
Client Case: SEVR InsightsLearn how Devies and SEVR Insights built an AI accounting platform in four months using an AI-first development process that reached 85,000 users.