Dispute Data Orchestration Agent Icon

Dispute Data Orchestration Agent

Orchestrates the extraction, normalization, and consolidation of dispute data from multiple systems into a unified format for streamlined analysis and resolution.

About the Agent

The Dispute Data Orchestration Agent, developed by ZBrain™, addresses one of the most persistent challenges in dispute management: fragmented and inconsistent data spread across multiple systems and communication channels. Organizations often spend significant time manually collecting, normalizing and aligning dispute-related information from emails, chat logs, case records and ERP or financial platforms. This manual effort creates inefficiencies, data quality issues and slower resolution cycles.

The agent automates end-to-end orchestration of dispute-related data by extracting, ingesting, normalizing and aggregating both structured and unstructured sources. Using advanced connectors, natural language processing (NLP) and data integration pipelines, it standardizes diverse inputs — ranging from free-form text and attachments to structured case records — into a harmonized, high-quality dataset. By centralizing all relevant data in a single repository, it eliminates manual mapping, reduces inconsistencies and preserves data integrity.

The result is a unified dataset that accelerates dispute resolution and supports stronger decision-making. With improved visibility into case status, reduced manual effort and higher data quality, organizations can manage disputes more effectively, ensure compliance and achieve more reliable outcomes. Ultimately, the Dispute Data Orchestration Agent converts fragmented data workflows into a streamlined foundation for faster, smarter and more effective dispute management.

Accuracy
TBD

Speed
TBD

Input Data Set

Sample of data set required for Dispute Data Orchestration Agent:

Dispute Data


Case 1 – Email

From: vendor_relations@acme-supplies.com
To: disputes@globex.com
Subject: Invoice #INV-45832 Payment Discrepancy

Body:
Hello,

We’ve noticed that Invoice #INV-45832 (dated June 5, 2025, amounting to $48,560) was only partially paid. The remittance advice shows a payment of $38,560, leaving a shortfall of $10,000. Kindly clarify or process the balance payment.

Best regards,
ACME Supplies


Case 2 – Chat Log

Channel: Microsoft Teams (Finance Ops)
User: John.D (AR Analyst)
Message (09/01/2025 14:32):
"Customer Globex disputes Invoice #INV-98214. They claim Item Code PRT-9932 was billed incorrectly at $5,200 instead of $4,200. Need procurement confirmation."


Case 3 – ERP System Record

System: SAP S/4HANA

  • Dispute Case ID: DC-2025-0934
  • Invoice No: INV-77621
  • Vendor: Northwind Traders
  • Original Amount: $22,000
  • Paid Amount: $0
  • Disputed Amount: $22,000
  • Reason Code: QUALITY_ISSUE
  • Status: Open

Case 4 – Financial Platform Attachment

File: Remittance_Advice_09012025.pdf

  • Invoice No: INV-66310
  • Payment Ref: PAY-887412
  • Paid Amount: $14,750
  • Original Amount: $15,000
  • Settlement Date: 09/01/2025
  • Notes: "Short-paid due to late delivery penalty of $250."

Case 5 – Email

From: billing@alphacorp.com
To: disputes@globex.com
Subject: Invoice #INV-77412 Overcharge

Body:
Invoice #INV-77412 lists 120 units billed, but only 100 units were delivered. Kindly adjust the overcharge of 20 units ($2,000).


Case 6 – Chat Log

Channel: Slack (Customer Service)
User: Maria.S (Account Manager)
Message (09/02/2025 10:45):
"Customer Innotech disputes Invoice #INV-33109, claiming duplicate billing of $5,500."


Case 7 – ERP System Record

System: Oracle ERP

  • Dispute Case ID: ORC-2025-1201
  • Invoice No: INV-88510
  • Vendor: Westfield Co.
  • Original Amount: $50,000
  • Paid Amount: $40,000
  • Disputed Amount: $10,000
  • Reason Code: SERVICE_NOT_RENDERED
  • Status: Open

Case 8 – PDF Attachment

File: Deduction_Advice_09022025.pdf

  • Invoice No: INV-45210
  • Original Amount: $32,000
  • Paid Amount: $31,200
  • Settlement Date: 09/02/2025
  • Notes: "$800 short due to promotional allowance not applied."

Case 9 – Email

From: finance@betatech.com
To: disputes@globex.com
Subject: Invoice #INV-99321 Late Fee Dispute

Body:
We received a late fee of $500 on Invoice #INV-99321. Payment was made on time (Aug 29, 2025). Kindly review and reverse this fee.


Case 10 – Chat Log

Channel: Microsoft Teams (Operations)
User: Kevin.L (Procurement)
Message (09/02/2025 16:10):
"Vendor Orion claims Invoice #INV-44001 was short-paid by $1,200 due to system misposting."


Case 11 – ERP System Record

System: SAP S/4HANA

  • Dispute Case ID: DC-2025-0977
  • Invoice No: INV-11120
  • Vendor: Zenith Corp.
  • Original Amount: $12,000
  • Paid Amount: $0
  • Disputed Amount: $12,000
  • Reason Code: CONTRACT_DISCREPANCY
  • Status: Open

Case 12 – PDF Attachment

File: Settlement_Notice_09032025.pdf

  • Invoice No: INV-78220
  • Original Amount: $60,000
  • Paid Amount: $59,000
  • Settlement Date: 09/03/2025
  • Notes: "$1,000 withheld for damaged packaging."

Case 13 – Email

From: accounts@techvision.com
To: disputes@globex.com
Subject: Invoice #INV-23450 Duplicate Charge

Body:
Our records show Invoice #INV-23450 was billed twice, totaling $8,400 extra. Please confirm reversal.


Case 14 – Chat Log

Channel: Slack (Finance Team)
User: Anil.R (Analyst)
Message (09/03/2025 13:55):
"Customer Nova disputes Invoice #INV-67891, stating tax miscalculation added $900 extra."


Case 15 – ERP System Record

System: Oracle ERP

  • Dispute Case ID: ORC-2025-1300
  • Invoice No: INV-55677
  • Vendor: Eastern Goods Ltd.
  • Original Amount: $18,000
  • Paid Amount: $0
  • Disputed Amount: $18,000
  • Reason Code: DELIVERY_INCOMPLETE
  • Status: Open

Deliverable Example

Sample output delivered by the Dispute Data Orchestration Agent:

Unified and Normalized Dispute Data

Dispute Case ID Invoice No Customer/Vendor Original Amount (USD) Paid Amount (USD) Disputed Amount (USD) Currency Dispute Reason Code Dispute Reason (Text) Case Status Case Source Created Date Last Updated By SLA Status Resolution Priority
AUTO-EMAIL-2025-001 INV-45832 ACME Supplies 48,560 38,560 10,000 USD PAYMENT_SHORTFALL Balance payment of $10,000 not received Open Email 2025-09-01 System (Auto-ingested) Pending review Medium
AUTO-CHAT-2025-002 INV-98214 Globex 5,200 N/A 1,000 USD PRICE_VARIANCE Item Code PRT-9932 billed $5,200 instead of $4,200 Open Microsoft Teams Chat 2025-09-01 John.D (Finance Ops) Pending review High
DC-2025-0934 INV-77621 Northwind Traders 22,000 0 22,000 USD QUALITY_ISSUE Goods/services not accepted due to quality issues Open SAP S/4HANA ERP 2025-09-01 ERP System Record Escalated High
AUTO-PDF-2025-003 INV-66310 Unknown (Remittance) 15,000 14,750 250 USD LATE_DELIVERY_PENALTY Short-paid due to late delivery penalty of $250 Open Remittance Advice PDF 2025-09-01 System (Auto-ingested) Pending review Low
AUTO-EMAIL-2025-004 INV-77412 AlphaCorp 12,000 10,000 2,000 USD OVERCHARGE Overcharge for 20 units undelivered Open Email 2025-09-02 System (Auto-ingested) Pending review Medium
AUTO-CHAT-2025-005 INV-33109 Innotech 5,500 N/A 5,500 USD DUPLICATE_BILLING Duplicate billing claim Open Slack Chat 2025-09-02 Maria.S (Account Mgr) Pending review High
ORC-2025-1201 INV-88510 Westfield Co. 50,000 40,000 10,000 USD SERVICE_NOT_RENDERED Claimed services not rendered Open Oracle ERP 2025-09-02 ERP System Record Escalated High
AUTO-PDF-2025-006 INV-45210 Unknown (Deduction) 32,000 31,200 800 USD PROMO_ALLOWANCE Deduction for promotional allowance Open Deduction Advice PDF 2025-09-02 System (Auto-ingested) Pending review Low
AUTO-EMAIL-2025-007 INV-99321 BetaTech N/A N/A 500 USD LATE_FEE_DISPUTE Disputed late fee, payment was on time Open Email 2025-09-02 System (Auto-ingested) Pending review Medium
AUTO-CHAT-2025-008 INV-44001 Orion N/A N/A 1,200 USD SHORTPAY System misposting caused short payment Open Microsoft Teams Chat 2025-09-02 Kevin.L (Procurement) Pending review Medium
DC-2025-0977 INV-11120 Zenith Corp. 12,000 0 12,000 USD CONTRACT_DISCREPANCY Invoice under dispute due to contract mismatch Open SAP S/4HANA ERP 2025-09-03 ERP System Record Escalated High
AUTO-PDF-2025-009 INV-78220 Unknown (Settlement) 60,000 59,000 1,000 USD DAMAGE_DEDUCTION Deduction for damaged packaging Open Settlement Notice PDF 2025-09-03 System (Auto-ingested) Pending review Low
AUTO-EMAIL-2025-010 INV-23450 TechVision N/A N/A 8,400 USD DUPLICATE_CHARGE Duplicate invoice charge Open Email 2025-09-03 System (Auto-ingested) Pending review High
AUTO-CHAT-2025-011 INV-67891 Nova N/A N/A 900 USD TAX_MISCHARGE Disputed tax miscalculation Open Slack Chat 2025-09-03 Anil.R (Analyst) Pending review Medium
ORC-2025-1300 INV-55677 Eastern Goods Ltd. 18,000 0 18,000 USD DELIVERY_INCOMPLETE Incomplete delivery resulted in full dispute Open Oracle ERP 2025-09-03 ERP System Record Escalated High

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