All solutions/Vertical·Banking & Capital Markets

Dispute resolution

Cardholder, ACH, and merchant disputes triaged and packaged — time-to-disposition is the metric.

Shipped against
  • Top-10 US card issuer
  • Acquirer (top-5 US)
  • Neobank (Series D+)
  • Money transmitter
  • Co-brand card programme

Anonymised — clients under NDA

−65%
time-to-disposition
9 wks
to production MVP
5-person
squad with dispute analyst embedded

The context

Dispute teams handle a long tail of cardholder, ACH, and merchant complaints. Each one needs evidence assembly, chargeback rule application, and a packaged response back to the network or counterparty.

Why it doesn't scale today

The regulator's clock starts when the cardholder calls. Most of the time is lost between the call and the agent picking up the case, and again between case packaging and submission. Generic case-management software did not help; it just moved the same work to a prettier surface.

What we ask in week one

  • iWhat is the actual distribution of dispute types in your book by volume and disposition cost?
  • iiWhere can agents triage and package autonomously, and where does your investigator have to read the evidence themselves?
  • iiiHow do we move your time-to-disposition without raising the loss rate your finance team has to absorb?
  • ivWhat does the chargeback rule-application reasoning look like to your examiner, packaged for the network?

What we build

Agents triage the inbound dispute against the network's chargeback rules, pull evidence (transaction logs, customer communications, merchant correspondence), and package the response. The investigator reviews the packaged case rather than building it. Time-to-disposition compresses; loss rate stays flat or improves.

Why we're the right squad

We have shipped dispute workbenches inside top-10 US card issuers. The metric the bank cares about is time-to-disposition, not raw automation rate — and we design the pod against that metric from week two.

What you keepA system, not a prototype
  • Documentation

    Architecture, data contracts, deployment runbooks, eval criteria — written for the team that owns it next.

  • Infrastructure

    IaC, monitoring, rollback, on-call playbooks. Standard tooling, not bespoke.

  • Evals

    Eval harness + prompts + labelled fixtures + regression suite. Extends with your team.

  • Architect anchor

    A lead architect from our side stays in your Slack for at least 90 days post-handoff.

Want to scope this for your team?

We'll come back with a pod composition, a 2-week discovery sprint plan, and a price — measured against the KPI you care about, not against activity.

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