Agents Makers
Capability of AR SpecialistDefault at launch

Dispute Triage

Triages incoming billing disputes, gathers context, routes sensitive cases.

  • Activation complexity

    Medium

  • Time to activate

    10-14 days

  • Volume share

    5-15% of role volume

  • Impact range

    92-97%

Inherited pricing

€0.80 – €2.20 per invoice actioned

This capability shares the AR Specialist's metered unit. A invoice actioned is counted once at the role level regardless of which capability handled it. Adding this capability to an active deployment does not change the per-action price.

What this capability handles

How it works in detail.

Dispute Triage is the safety layer. Every incoming dispute is categorized by type and value, enriched with account + history context, and routed to the right human owner.

Workflow summary

Parses dispute, classifies type, gathers context, routes with full history.

Stages

  1. 01parse
  2. 02classify
  3. 03enrich
  4. 04route
  5. 05track

Decision logic

Uses dispute type, value, and history to route to the right finance or legal owner.

Systems and data

{ERP,CRM,email,ticketing}

{"dispute text","invoice state","account tier","dispute history"}

Exceptions & human handoff

All high-value or policy-sensitive disputes default to human review with context.

Dispute value above threshold, legal-sensitive content, or dispute-history pattern.

Readiness

Dispute taxonomy defined, routing destinations mapped.

Owner on client side · Finance Controller

Impact contribution

Keeps dispute cycle time within SLA without finance-team fatigue.

Primary KPI · Dispute routing accuracy · 92-97%

Prerequisites

Activate these first.

Activating Dispute Triage in production requires the following capabilities to be live first. Ordering matters — routing and classification quality propagate.

Activate Dispute Triage as part of a AR Specialist deployment.

The chat opens with AR Specialist and Dispute Triage pre-selected. You can add other capabilities during the conversation.