D.5  Data Trust, Risk & Continuous Improvement

This section determines whether the enterprise can sustain confidence in AI data over time. Trust is not a one-time certification. It is the result of visible provenance, appropriate controls, ongoing monitoring and a closed learning loop that connects data conditions to AI behaviour, operational outcomes and business performance.