FURKAN SAKIZLIAI DATA ENGINEERING

POST-MARKET MONITORING · EVIDENCE

Evidence work begins after go-live

After go-live, every system claim must remain testable through signals, changes, incidents and effectiveness checks.

A bright modular AI system operates beyond a transparent launch gate inside a continuous blue monitoring loop; measurement points, version markers and one amber incident signal lead into a controlled corrective loop.
01 · BASELINEAre purpose, version, population, data and controls fixed as the valid reference state?
02 · SIGNALDo metrics, complaints and near misses connect a system run to real outcomes?
03 · CHANGEDoes every material change trigger regression testing, approval, documentation and rollback?
CORE METHOD

BASELINE → SIGNAL → TRIAGE → CHANGE → VERIFY

Operations becomes governable when observations drive bounded action and effectiveness is proven again.

THE UNNOTICED-CHANGE TEST

Select the latest model, prompt, data or tool change. Can you show which claims were affected, which tests ran and how rollback works?