Alpha

Deduction Disputer

Deduction Disputer is an AI worker that autonomously recovers revenue lost to invalid retailer chargebacks.

It validates deductions with forensic precision using BOL/POD documentation, recovering 10-20% of invalid deductions while reducing dispute cycle time by 90%.

What is Deduction Disputer?

  • Silent Tax Fighter. Major retailers utilize aggressive algorithms to audit shipments, automatically deducting fees for alleged "short shipments," "late deliveries," and "labeling errors" - often amounting to 5-10% of gross revenue. Investigating a single $100 deduction requires retrieving BOL, POD, and ASN documents - a process costing more than the claim itself. Deduction Disputer audits the auditors 24/7.

  • Forensic Investigation. Integrates directly with retailer vendor portals (Amazon Vendor Central, Walmart Retail Link) and ERP (NetSuite, SAP). When a deduction is posted, the agent triggers instant investigation using Intelligent Document Processing (IDP) to pull shipping documents. Computer vision verifies signatures and timestamps, confirming goods were delivered in full and on time.

  • Autonomous Dispute Filing. When discrepancies are identified (e.g., retailer claims shortage but POD shows clean receipt signed by their receiving clerk), the agent compiles a "Dispute Packet" with claim reference, highlighted proof documents, and generated dispute letter citing vendor agreement terms. Uploads directly to retailer's portal without human intervention.

  • Root Cause Intelligence. Aggregates deduction data to identify operational patterns - specific warehouse shifts generating labeling fines, carriers responsible for 80% of late delivery penalties. Removes "threshold logic" that limits human teams; fights every invalid penny regardless of size.

Replaces:

  • Daily login to retailer portals to check for new shortage claims.
  • Tedious search through email threads and shared drives for signed BOLs or PODs.
  • Manual cross-referencing of invoice line items against remittance advice data.
  • Repetitive dispute email drafting and PDF evidence packet assembly.
  • Blanket-approving small deductions due to lack of investigation time.

Ready to see Deduction Disputer in action?

Why Deduction Disputer?

  • 10-20% Invalid Deduction Recovery. Retailer algorithms are error-prone, often flagging goods as "missing" when simply misplaced in distribution centers. Systematically disputing these errors with valid proof of delivery recovers 10-20% of deduction value that would otherwise be lost revenue - "found money" going straight to the bottom line.

  • Eliminate Long-Tail Write-Offs. Human teams cannot economically justify fighting chargebacks under $500, leading to significant aggregate losses. Near-zero marginal cost per interaction allows disputing 100% of invalid claims regardless of value, preventing slow margin erosion through thousands of micro-cuts.

  • Root Cause Prevention. Deductions are symptoms of upstream operational failures. Analyzes claim data to pinpoint trends - specific packaging lines causing damage claims, carriers missing appointment windows - empowering COO to fix underlying problems and improve perfect order rate.

  • 90% Cycle Time Reduction. Manual dispute resolution takes weeks or months, locking up working capital. Initiates dispute process the moment chargeback appears, assembling evidence and filing in minutes. Reduces DSO and ensures filing within retailer's strict time windows.

How It Works

Workflow Automation

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Automatically assesses retailer chargebacks for validity and submits dispute letters with supporting documentation.

  1. Claim Detection. Monitor retailer portals (Walmart Retail Link, Target POL) and ERP ledgers continuously. Capture claim details, reason codes, and disputed amounts in real-time when new deductions or short payments appear on remittance advice.

  2. Evidence Gathering. Trigger retrieval workflow accessing document management system. Locate Commercial Invoice, Packing List, and signed BOL/POD for disputed shipment. Use OCR to verify POD is signed and dated, confirming custody transfer.

  3. Forensic Validation. Perform three-way match between retailer claim, internal invoice, and shipping documents. Validate if goods were actually shipped and received. If data confirms claim is invalid (goods were signed for), flag deduction for dispute.

  4. Autonomous Filing. Auto-populate retailer's dispute form or draft formal dispute email. Attach compiled evidence packet (PODs, invoices) and submit claim. Log dispute in ERP and monitor status until funds repaid or credit memo approved.

Get Started

Deploy Deduction Disputer to audit every chargeback, recover lost revenue, and protect margins. Turn accounts receivable from a passive victim of deductions into an active engine of financial recovery.

See how Deduction Disputer works for your business

Core Capabilities

1

Autonomous Claim Validation

Cross-references retailer claims against internal shipping logs and PODs to identify invalid chargebacks instantly.

2

Dispute Packet Generation

Automatically assembles invoices, signed proofs of delivery, and dispute letters into a compliant submission package.

3

Root Cause Analytics

Aggregates deduction data to identify and flag operational patterns causing recurring fines, such as packaging errors.

4

Portal Integration

Connects directly to retailer portals to monitor new claims and upload disputes without human data entry.

Who It's For

CPG Manufacturers

To recover revenue from high-volume automated shortage claims and compliance fines issued by big-box retailers.

Wholesale Distributors

To validate thousands of line-item deductions across complex distribution networks and multi-stop deliveries.

eCommerce Brands

To dispute chargebacks and inventory discrepancies on platforms like Amazon Vendor Central using automated proof.

Value Outcomes

Revenue Recovery

10-20% recovery rate

Reclaim lost profit. Systematically recovers **10-20%** of invalid deductions that are typically written off.

Margin Protection

5-10% revenue saved

Stop the bleeding. Prevents the **5-10% revenue leakage** caused by unchecked retailer chargebacks.

Process Efficiency

90% cost reduction

Reduce labor. Automates the retrieval of PODs and filing of disputes, cutting processing costs by **90%**.

Cash Flow Velocity

Real-time filing

Get paid faster. Reduces the dispute resolution cycle from weeks to minutes, accelerating working capital turnover.

Strategic Value for Decision Makers

For the CFO

**Non-Dilutive Capital.** The Deduction Disputer recovers cash that is rightfully ours but trapped in invalid chargebacks. Recovering 10-20% of these deductions directly improves EBITDA and working capital without debt.

For the COO

**Operational Hygiene.** This agent doesn't just fight fines; it exposes why they happen. We get granular data on which warehouses or carriers are causing penalties, allowing us to fix the root cause and improve performance.

For the Owner

**Asset Protection.** We work too hard to let algorithms steal our margins. This tool is our 'Compliance Shield,' ensuring we fight every single invalid penny deducted, protecting the value of every shipment we make.

Why Export Arena

Deduction Disputer is not a standalone tool - it's part of Export Arena's AI & Automation Department as a Service. Pre-trained on global trade nuances, from HS codes to geopolitical risk, it delivers strategic insights tailored to C-suite decision-making. We provide resilience as a service.

See how Deduction Disputer works for your business

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n8n
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Google Cloud
Claude AI
ChatGPT
Google Gemini
DeepSeek
Grok
Supabase
Hugging Face
OpenRouter
MCP
n8n
AWS
Google Cloud
Claude AI
ChatGPT
Google Gemini
DeepSeek
Grok
Supabase
Hugging Face
OpenRouter
MCP
n8n
AWS
Google Cloud

Deduction Disputer

See how it works for your business