Field note 10

Build a complaint-intake Virtual Employee that never decides redress

A hand holds a blank rectangular red decision stamp above a clamped stack of evidence sheets fed by separate red complaint threads.
Complaints need a human decision

A complaint-intake Virtual Employee can do useful work before anyone reaches a conclusion. It can register the case, issue an approved acknowledgment, gather permitted records and prepare a clean investigator handoff. It should not decide whether the complaint is valid, write the institution's reasons as fact or choose redress.

That boundary matters in the UAE SME customer-protection context. The CBUAE SME Customer Protection Regulation applies to banks and finance companies licensed by the Central Bank when they provide covered products or services to SME customers. Its complaint rules, shown as effective from 13 September 2026, require a written acknowledgment within two business days and a unique tracking reference.[1] This operating note is not legal advice. An institution should confirm the current rule, its own scope and its approved complaint procedure before using the design.

The intake-to-investigator workflow

  1. Receive. Accept complaints only from approved channels. Preserve the original message or call record, received time, channel and any attachments. Record whether the person is the customer or an authorized representative.
  2. Register once. Check for an existing case using observable identifiers such as customer reference, product, transaction reference and received time. Create one case only when the duplicate check is clear.
  3. Acknowledge. Assign the institution's unique reference and prepare the approved acknowledgment. Record the delivery result rather than treating a sent command as proof of delivery.
  4. Assemble evidence. Link the original complaint, account or transaction records, prior communications, the policies supplied by the institution and a list of anything still missing. Apply the case's privacy and access rules to every record.
  5. Hand off. Give a named complaints investigator the source material, a chronology, open evidence gaps and the next due date. Separate extracted facts from the customer's allegation and from any draft analysis.
  6. Monitor. Track due dates, requested customer updates, unresolved evidence and review states. The final response remains a human-owned action.

The current regulation says a final written response must contain detailed reasons and sets a 30-business-day deadline unless the Central Bank prescribes another limit.[1] It also says the response must accept or reject validity, state redress where appropriate and explain the available external escalation route.[1] A named complaints investigator assesses the evidence, and an authorized complaints manager approves the finding, reasons, redress, final response and closure.

The CBUAE's AI guidance supports that separation. It calls for meaningful human oversight where decisions may significantly affect consumers and says consumers should be able to request human review or an explanation of an AI-generated decision.[2]

Filled example: complaint-to-investigator handoff contract

This is an illustrative SME-customer example built with synthetic values. It is not a real customer, institution, account, outcome or MAJLS deployment.

Intake record

Field Filled value
Approved channel Secure web complaint form
Received 28 September 2026, 09:14 Gulf Standard Time
Complainant Customer identity matched to the institution's approved process
Representative authority Not applicable; complainant is the customer
Product or service Payment card
Expression of dissatisfaction Customer disputes a fee shown on the September statement
Requested outcome Review the fee and explain or reverse it
Original record Form submission and attachment preserved under case access controls
Privacy class Customer-confidential; complaints team access only
Stop condition Identity mismatch, representative authority missing, malware check failed or channel record incomplete

Registration and acknowledgment

Control Filled value
Duplicate check No open case with the same customer, card token, fee reference and received date
Case reference CMP-2026-00417, synthetic reference
Accountable queue Card Complaints Team
Clock start 28 September 2026, 09:14 Gulf Standard Time
Acknowledgment Institution-approved template with the case reference and complaint contact route
Delivery evidence Secure-message event ID and timestamp
Exception owner Complaints Operations Lead

The acknowledgment step should use the institution's approved text, not model-written promises. The two-business-day regulatory requirement is a control input, not a performance claim about this illustrative workflow.[1]

Case-evidence register

Evidence item State Access Investigator note
Original complaint Present Complaints team Preserve the customer's wording unchanged
September statement line Present Complaints team Fee line linked by synthetic transaction token TX-0417
Fee schedule in force on transaction date Present Complaints team and policy owner Version and effective date recorded
Card agreement supplied by records owner Present Complaints team Source file hash and retrieval time recorded
Prior communication about the fee Missing Customer-service records owner Due 29 September, 12:00 GST
Internal fee posting event Restricted Named investigator Request through approved case-access route

The Virtual Employee may summarize what each record contains, but every summary links back to the source. Missing or restricted evidence stays visible. A blank field never becomes "not applicable" without the investigator's recorded decision.

Decision and approval boundary

Virtual Employee may prepare Authorized person must decide
Complaint chronology with source links Whether the complaint is valid in whole or in part
List of missing or conflicting evidence Which evidence is persuasive and why
Draft acknowledgment from approved text Any nonstandard customer commitment
Draft investigator questions The institution's detailed reasons
Due-date reminders and update drafts Whether redress is due and its form or amount
Final-response assembly after approval Final response, external escalation information and closure

Consequential approval stays with the authorized complaints manager. The Virtual Employee cannot suppress a complaint, approve redress, issue the final response or close the case.

Monitoring and closure record

The case remains open while any of these conditions exists:

Escalation is triggered by those observable conditions, policy deadlines and named-owner states. Model confidence alone never escalates, approves or closes a complaint.

At closure, retain the original complaint, evidence register, investigation record, approvals, response, delivery evidence, external escalation information and fairness-review result under the institution's retention controls. The regulation states that registered complaint details must be retained for at least five years from resolution or closure, whichever is later.[1]

First-run checklist

The narrow role orders intake and handoff while leaving validity, reasons, redress and final communication with accountable people.

Sources

  1. CBUAE Customer Protection Regulation — Article 6: Complaint Management and Resolution
  2. CBUAE Guidance Note — Human Oversight and Consumer Protection

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