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
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 DiscrepancyBody:
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
File: Remittance_Advice_09012025.pdf
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).
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."
System: Oracle ERP
File: Deduction_Advice_09022025.pdf
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.
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."
System: SAP S/4HANA
File: Settlement_Notice_09032025.pdf
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.
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."
System: Oracle ERP
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 | 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 | 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 | 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 | 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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