page / MENA · AFRICA
Quality should be inspectable, not asserted.
A single accuracy percentage rarely explains whether data is fit for a particular model. Aria MENA defines what can be checked and preserves the evidence.
01Specification
Make the unit of acceptance explicit.
Define labels, tolerances, metadata, exclusions, review depth and the behavior of ambiguous cases before production begins.
02Calibration
Align people before measuring them.
Use examples, counterexamples and adjudicated pilot items to make reviewer interpretation consistent.
03Reporting
Show what passed, failed and changed.
Report sampling method, issue categories, rework, exceptions and batch-level acceptance instead of relying on an unexplained headline rate.