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Disputes SLA Turnaround & Win-Rate Lift
An outcome desk with AQL QA, evidence tiles, and targeted dual-review stabilized TAT and lifted win-rate- while making audits faster.
Context
- Digital issuer with fast growth; Reg E/Z disputes rising 35% QoQ.
- Win-rate inconsistent; evidence packs varied by analyst and network rules.
- Aging burst during promos/outages; callback loops increased DSAT.
Approach
- Outcome desk with TAT SLA (p50/p90) and win-rate target per dispute class.
- Defect taxonomy mapped to policy/network bulletins; AQL QA with reviewer FP/FN tracking.
- Evidence tiles: merchant docs, cardholder affidavit, usage pattern, chargeback codes.
- Dual-review for high-risk classes; lightweight peer-check for routine disputes.
- Dashboards with definitions; drill-through to sample evidence for audits.
Playbooks
- Intake checklist by network code; affidavit completeness gates.
- Chargeback reason code tree; representment templates by network.
- Known-issue routing and callback suppression to stop loops.
- Aging burn-down lanes with p90 guardrails and exception paths.
Measured Results
- Win-rate +9.4 pts in 90 days (mix-adjusted).
- p90 TAT stabilized within SLA; backlog aging reduced 41%.
- QA pass rate +15 pts; top three defect classes down materially.
- Audit ask turnaround cut from days to hours via evidence tiles.
Lessons Learned
- Policy-aligned defect classes make coaching objective and fast.
- Dual-review only where risk justifies the cost; rotate to avoid fatigue.
- Definitions embedded in dashboards prevent metric drift.
- Callback suppression tied to known-issue banners reduces DSAT.
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