AI agent training for compliance officers in retail banking in Ireland

Irish retail bank compliance officers need AI agent training built around mortgages and accountability: how agents touching arrears and lending reach their verdicts, how to prove each decision from the record, and which judgements stay with named people. Central Bank of Ireland expectations, the EU AI Act's credit rules and GDPR set the frame. A 90-day plan follows.

What does a compliance officer at an Irish retail bank spend time on?

Mortgages dominate. Irish retail banks hold large owner-occupier books, and the Central Bank's rules on handling mortgage arrears set detailed steps for engaging borrowers, assessing their circumstances and offering alternative arrangements. Past failures on mortgage interest rates left the regulator and the public firmly focused on customer outcomes, and compliance officers spend real time testing that customers in arrears are treated as the rules require.

Accountability is the second theme. Ireland's individual accountability framework sets out responsibilities for senior executives and conduct standards for staff, and the compliance function helps evidence that responsibilities are allocated and met. Add consumer protection rules, minimum competency standards for staff selling retail products, complaints and data protection, and the officer's year is full before any AI agent arrives.

Which compliance tasks can an AI agent take, and at what depth?

Arrears process testing, depth 1. The agent reads mortgage arrears files and checks each against the required steps: contact made, financial statement requested, assessment completed, arrangement offered or reasons given. It flags gaps for the officer.

Competency records, depth 1. The agent reads training and qualification records for staff selling retail products and flags anyone whose status has lapsed. This is also where AI agent training records can sit.

Board and regulatory drafts, depth 2. The agent drafts compliance reports and responses to Central Bank information requests from the bank's own systems. An officer checks and signs.

Issue tracking, depth 3. The agent logs confirmed findings, assigns owners and schedules follow-up within set bounds.

Anything to the Central Bank or the Data Protection Commission, held. The agent prepares; a named person releases.

What do compliance officers need to learn, and what stays with them?

The first skill is reviewing well: opening a held item, reading the evidence behind it, and understanding which bound decided. How compliance officers review an AI agent's decisions gives a method. For arrears work, provenance is central. The bank's ledger showing missed payments is sealed. A borrower's statement of income and spending is declared, and the rules expect it to be assessed, not simply accepted or dismissed. An agent that treats declared figures as verified, or ignores them, is getting the arrears process wrong, and the officer must spot it.

The second skill is overseeing first-line agents. An arrears agent proposing arrangements at depth 2 needs a current certificate; the officer checks expiry, knows that a short Attest run keeps only the highest depth it cleared and one that clears no depth drops it to depth 1, and reads the gate results to see where it is weak. Skills by level are mapped in the competency matrix for the compliance team, and the broader comparison in AI agent skills by role.

What stays with people:

• deciding whether a borrower was treated as the arrears rules require, and what remedy follows
• any finding that bears on a senior executive's responsibilities
• notifications to the Central Bank or the Data Protection Commission
• approval of the depth any agent may hold in a lending or arrears process
• judging whether a credit decision explanation is adequate

Which Irish and EU rules shape oversight and competence?

The Central Bank of Ireland supervises Irish banks for conduct and, with ECB banking supervision for significant institutions, prudential soundness. Its consumer protection rules, mortgage arrears rules, individual accountability framework and minimum competency standards all shape who may oversee an agent and how their competence is shown. The EBA's guidelines on internal governance and outsourcing also apply.

The EU AI Act lists creditworthiness assessment and credit scoring of natural persons in Annex III as high-risk. An agent that assesses affordability for a new loan or an alternative arrangement may be in scope, bringing Article 14 human oversight, Article 26 deployer duties and an Article 27 fundamental rights impact assessment. Article 4 requires sufficient AI literacy for all staff using AI systems. GDPR, enforced by the Data Protection Commission, applies throughout, including Article 22 on solely automated decisions. DORA covers the agent as an ICT service.

This is an explanation of the rules, not legal advice; confirm how they apply to you with counsel.

What does a 90-day training plan look like?

The practicum log template for compliance officers gives a format for weeks 9 to 11. Why this differs from annual e-learning is set out in what compliance training is.