The opportunity
Make the metric meaningful before making it visible.
Aliph Data establishes the shared foundation for information used in AI, governance and security. Begin with ownership, classification and permitted purpose. Prepare Arabic and English records, privacy transformations and business definitions, then connect the resulting organisational memory to analysis, executive insight and reporting that can be traced to its sources.
For data leaders, operational decision-makers, reporting teams and governance functions.
Shared business definitions
Agree the meaning, calculation and reporting period of each priority measure. Identify who can change the definition and how the change is communicated. Resolve differences such as whether a count includes reopened work, cancelled records or items awaiting approval.
Classified, traceable data flows
Map source records through discovery, transformation and use. Confirm purpose, ownership and classification, including Arabic and English personal data, national identifier and Iqama fields where relevant. Evaluate the selected detection and transformation rules before information reaches a model or analytical destination.
Governed memory and analytical views
Connect documents, decisions and business records to source-attributed organisational memory. Present metrics with the period, scope and definitions needed to interpret them. Where model improvement is included, use an evaluated, owner-approved cycle with release and rollback inside the agreed environment.