Transforming Finance Operations With Agentic Automation  - Evoke Technologies

Case Study Details:

Industry: Corporate Services
Region: North America
Technology: UiPath Agentic Automation, RPA, AI/ML, ERP Integration

About the Client

Our client is a leading corporate services organization providing financial administration, compliance management, and transaction processing support to global enterprises. The organization manages high-volume Accounts Receivable and customer refund operations across multiple regions.

With increasing transaction volumes and exception-heavy workflows, the client aimed to transition from traditional RPA to a more intelligent, agent-driven automation model.

The Business Challenge

The company faced challenges in multiple operational segments. These include:
 

Digital Collector

  • Manual review of 10,000+ open AR line items monthly
  • No intelligent prioritization of high-risk accounts
  • Reactive and inconsistent follow-up process
  • Limited visibility into collector productivity
  • Increasing DSO pressure

Refund Processing

  • 3,000–5,000 refund requests processed monthly
  • Manual validation across ERP, payment systems, and policy documents
  • Risk of duplicate refunds and compliance gaps
  • Average turnaround time of 3–5 business days
  • High dependency on finance analysts

Traditional rule-based bots could not handle dynamic decision-making and frequent exceptions.

Solutions

Evoke implemented a UiPath Agentic Automation framework, transforming both processes into intelligent, decision-driven workflows.

 

Digital Collector – Intelligent AR Agent
 

Data Intelligence & Segmentation

  • Automated extraction of AR aging data from ERP
  • AI-based risk scoring using payment history and behavior patterns
  • Dynamic customer segmentation (High Risk / Medium / Low Risk)

Decision-Driven Orchestration

  • Automated prioritization of top 20% high-impact accounts
  • Personalized communication strategy selection
  • Automated reminder scheduling and escalation logic

Autonomous Execution

  • Auto-generated account statements
  • Email reminders with payment links
  • Exception routing to collectors with summarized account insights
  • Real-time dashboard updates

Measurable Impact – Digital Collector

  • 35–45% reduction in manual collection effort
  • 20% improvement in follow-up cycle time
  • 12–15% reduction in DSO within first 6 months
  • 25% increase in on-time customer payments
  • 100% visibility into collection KPIs
  • 100% accuracy

Collections shifted from reactive tracking to predictive engagement.

 

Refund Processing – AI-Driven Refund Agent
 

Intelligent Intake

  • AI-powered extraction from email and attachments
  • Automated classification of refund type
  • 90%+ field extraction accuracy

Validation & Risk Controls

  • Automated ERP validation checks
  • Duplicate detection logic
  • Policy compliance engine
  • AI confidence-based routing

Smart Decision Engine

  • Auto-approval of ~65–70% low-risk refunds
  • Structured review workflow for medium-risk cases
  • High-risk escalation with contextual summary

Financial Execution

  • Automated refund entry posting in ERP
  • Payment trigger initiation
  • Customer confirmation email dispatch
  • Complete audit trail logging

Measurable Impact – Refund Processing

  • 50–60% reduction in manual validation effort
  • 60% reduction in processing turnaround time (from 3–5 days to < 24 hours for low-risk cases)
  • 90% reduction in duplicate refund incidents
  • 30% improvement in customer satisfaction turnaround
  • 100% audit compliance traceability

Refund handling evolved from manual case handling to intelligent risk-based automation.

Results

  • 40% overall operational efficiency gain across both processes
  • 24/7 unattended automation capability
  • Scalable framework supporting 3x transaction growth without additional headcount
  • Strong governance with real-time reporting
  • Foundation for enterprise-wide Agentic Automation expansion

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