AI in Deductions: How Valence Agents help CPG brands recover more across all retailers
- Date & time
- Local time shown at registration
- Duration
- 60 min
- Format
- Online, live Q&A
Best practices for using AI agents to validate, dispute, and recover deductions at every retailer before the window closes.
Description: Retailers now issue deductions at machine speed, and finance teams working in spreadsheets can't validate them before dispute windows close. For CPG brands selling to Walmart, Amazon, Kroger, Target, and other retail customers, that gap is lost revenue. Join us to learn how AI agents code, validate, and dispute deductions, the best practices for putting AI to work in deductions management, and how Valence Agents help brands recover more, faster.
Key Learnings
- Where AI agents fit in deductions management: how agents ingest remittances and backups, code each deduction by type (OS&D, pricing, cash discounts, fines and penalties, freight, and trade/promo), and flag which are disputable.
- Teaching AI the retailer nuances: why an agent needs to know that Walmart's cash discount terms depend on prepaid vs. collect shipments, that Amazon is compliance-heavy, and that Costco provides little deduction context.
- Why data quality determines AI accuracy: how matching remittances, invoices, POs, ERP data, retailer portal data, and proof of delivery lets agents validate claims and win disputes.
- A hybrid deduction lifecycle: five stages (ingest, code, validate, work, recover) where fixed-rule algorithms combined with AI agents handle the volume and your team handles the exceptions, replacing manual Excel-and-email tracking.
- Best practices for human oversight: setting validation rules by reason code, tuning them for retailer-specific exceptions, and keeping people in the loop on high-value disputes.
- The KPIs that show AI is working: auto-coding rate, validation accuracy, cycle time, manual effort reduction, and recovered dollars.
- Turning deduction data into prevention: how root cause analytics pinpoints the SKUs, carriers, and internal processes behind recurring deductions, and how Valence's MCP layer lets your teams query deduction data in plain English and get answers in seconds.

