FURKAN SAKIZLIAI DATA ENGINEERING

TRANSPARENCY · PROVENANCE

An AI notice alone does not create transparency

A label is only the entry point. Effective transparency connects visible information with provenance, action and verifiable delivery.

A bright five-layer transparency interface connects a central content card to a visible notice, context, provenance trail, human action route and audit evidence; a small amber gap marks lost metadata.
01 · NOTICEDoes the disclosure appear in time, prominently, intelligibly and accessibly?
02 · PROVENANCEDo origin and edit history remain traceable across relevant channels?
03 · ACTIONCan a person correct, challenge, request human review or exit?
CORE METHOD

NOTICE → CONTEXT → PROVENANCE → ACTION → EVIDENCE

The notice draws attention, context explains meaning, provenance records origin, action provides agency and evidence makes delivery auditable.

THE HANDOFF TEST

Follow one item from generation to the final publication channel. At each handoff test visible notice, marker, context, contact route and audit evidence.