Practical governance outcomes for regulated teams in Luxembourg.
Unapproved public AI tools were used for drafting and summarising client files.
A 48-hour inventory, risk triage, staff guidance, and approved-tool policy.
High-risk workflows moved to controlled tools; an estimated 6 hours per week returned to the team.
Partners lacked a consistent method to protect professional secrecy in AI-assisted work.
Data classification, redaction checkpoints, and an auditable approval process.
Exposure reduced from red to amber; policy review time reduced by 30%.
AI use was fragmented across teams with limited evidence for governance reviews.
A system register, ownership model, evidence pack, and quarterly control cadence.
Governance status improved from amber to green; reporting preparation reduced by 40 hours per quarter.
Examples are anonymised and illustrative. Funding eligibility and outcomes depend on the organisation and the applicable programme rules.
References to organisations and programmes are for context only and do not imply affiliation, partnership, or endorsement.