ARKAI Consulting · Data Management & Governance

Data Management and Governance for dependable decisions

Unclear ownership, inconsistent definitions and recurring data defects affect everyday operations—not just AI. ARKAI helps organisations establish practical data management and governance for business processes, reporting, analytics and transformation. AI readiness can be part of the work, but it is not a prerequisite.

Clarify ownership

Define decision rights and accountable roles around priority data domains rather than producing a governance chart nobody uses.

Measure data quality

Assess the dimensions that matter for the use case, explain defects in business terms and create an improvement path.

Build useful metadata

Document meaning, origin, sensitivity, transformations and dependencies so teams can judge whether data is fit for use.

Govern master and reference data

Clarify ownership, shared definitions, maintenance responsibilities and change controls for important business entities and reference lists.

Make stewardship part of daily work

Establish data dictionaries and business glossaries, practical stewardship responsibilities, issue-resolution routines and priorities for data-catalogue adoption.

Prepare data for AI

Connect data controls to the AI systems, models and agents that depend on them, including access, lineage and supplier considerations.

AI Governance consulting · Data Management & Governance consulting · Fractional AI Governance · EU AI Act readiness · AI Governance training · Dansk

About ARKAI

Contact ARKAI at info@arkai.dk to request a scoping call.