- Complexity: Advanced
- Deployment: HeyQuinn recommended
The problem
Digital banks operating across many markets receive chargeback claims in multiple languages and formats, and each one requires translation before an analyst can even begin reviewing the dispute. As a bank scales rapidly across new markets, this manual translation and review step becomes a bottleneck that headcount cannot keep pace with.
- Chargeback documentation arrives in several languages depending on the customer's market
- Analysts must translate before they can assess the underlying claim
- Claim complexity varies widely, from simple disputes to layered fraud patterns
- Manual triage slows resolution time as claim volume grows with the customer base
The solution
A chargeback workflow translates incoming claim documentation and analyzes it against dispute rules, producing a recommended decision that an analyst reviews before any action is taken.
- Ingests incoming chargeback documentation from the document ingestion pipeline
- Translates the claim text into the analyst's working language
- Analyzes the claim against dispute criteria and prior claim patterns
- Recommends a decision with supporting reasoning for the analyst to review
- Records the decision and reasoning for audit and regulatory traceability
Where people stay in control
- An analyst reviews and approves the recommendation before any action is taken
- Every decision and its reasoning is logged for audit and regulatory traceability
- Analysts can override or reject any recommended decision
Systems and data
The workflow reads incoming chargeback documentation and customer data from core banking systems, and writes decision recommendations and audit records back for analyst review and regulatory traceability.
- core banking systems
Results
- The bank reached 70 percent task automation across targeted processes within one year
- The bank launched over 15 distinct AI applications
- Individual applications moved from concept to initial testing in 1 to 2 weeks
Why HeyQuinn is recommended
The workflow handles regulated financial dispute data across multiple European markets with strict data residency and auditability requirements, which argues for HeyQuinn recommended deployment with governance and monitoring in place.
Frequently asked questions
Does AI decide chargeback outcomes on its own?
No. It translates and analyzes the claim and recommends a decision, but an analyst reviews and approves before any action is taken.
Does this work across multiple languages?
Yes. The workflow translates incoming claim documentation before analysis, which supports banks operating across multiple markets and languages.
Is the decision process auditable?
Yes. Decision reasoning and outcomes are logged for audit and regulatory traceability.