On-Demand Customer Service Score: 3.5/5.0
On-Demand Knowledge Work | External audience
Credit card disputes (chargebacks, claim requests) are high-volume and high-friction. Customer submits dispute via web/mobile; bank analyst must verify transaction details, retrieve merchant response, apply policy parameters, determine if refund is warranted. Current process: 3-5 business days per dispute; analysts handle 20-40 disputes per day. Routine disputes (clearly unauthorized, duplicate charge, merchant error) represent 80-90% of volume but require same time investment as complex cases. First-call resolution rate: 30-40% (many require follow-up). Cost per dispute: $25-50 in labor. Customer satisfaction: 55-65% (slow resolution, lack of transparency).
Data Sources:
Data Classification:
Data Quality Requirements:
Transaction data accuracy: 100% (must match card network records). Transaction data timeliness: T+1 (posted within 24 hours). Dispute submission completeness: 90%+ of disputes have customer narrative and transaction ID. Policy rule accuracy: 100% (disputes must be resolved per bank policy). Merchant response data: collected within 10 days of merchant inquiry per card network rules.
Integration Complexity: Medium , Requires integration with card processing networks (Visa, Mastercard, Amex APIs). Integration with core banking for customer/account data. Dispute management system integration. Policy rules engine (may be built-in or external tool). Merchant inquiry and response workflow. Customer notification capability (email, SMS). Evidence retrieval from multiple sources requires coordinated data access.
| Criterion | Weight | Score (1-5) | Weighted |
|---|---|---|---|
| Time Recaptured | 15% | 4 | 0.60 |
| Error Reduction | 10% | 4 | 0.40 |
| Cost Avoidance | 10% | 4 | 0.40 |
| Strategic Leverage | 5% | 4 | 0.20 |
| Data Availability | 15% | 4 | 0.60 |
| Process Clarity | 15% | 4 | 0.60 |
| Ease of Implementation | 10% | 3 | 0.30 |
| Fallback Available | 10% | 4 | 0.40 |
| Audience (Int/Ext) | 10% | 3 | 0.30 |
| Composite | 100% | 3.50 |
Dispute volume is high (100-1000+ per month for large issuer). Routine cases (80-90%) follow clear policy rules. Customer value is high: faster resolution, 24-hour turnaround improves NPS. Cost savings: reduce analyst workload from 20-40 disputes/day to exception handling only (5-10 complex cases/day). Fallback is straightforward: analyst reviews and overrides agent decision. External audience creates reputational risk if handled poorly, but clear privacy and security guardrails (card network compliance). Regulatory compliance is straightforward: follow Reg Z chargeback rules, card network rules. Political risk is low (customer-favorable dispute resolution is standard practice).
Sprint 0 (2 weeks) + 2 build sprints (4 weeks)
Sprint 0: Dispute policy analysis, card network rule codification, policy decision tree design, customer notification template design
Build Sprints 1-2: Card processing API integration, dispute ingestion and classification, evidence retrieval orchestration, policy rules engine, merchant inquiry workflow, customer notification automation, analytics and escalation logic
From zero to a governed, production agent in 6 weeks.
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