From Deduction Complexity
to Agentic Precision
Retail brands lose 2–5% of revenue to deductions, chargebacks, and marketplace fees. Valence automates the entire invoice-to-cash workflow — ingesting, coding, validating, and filing disputes across 20+ retailer portals — with AI agents that work 24/7 so your AR team doesn't have to.
What changes when you deploy Valence
From a 90-day manual slog across 5 departments to autonomous agentic automation — in days, not quarters.
Built for every dimension of retail deductions complexity
Centralize every deduction, chargeback, and trade claim across every major retailer. Valence ingests remittance and backup docs, codes the deduction, validates against your contracts, and files disputes automatically.
Auto-matching cash application
95%+ auto-match rates on remittance to open invoice, with AI disambiguation on partial and short pays.
Deduction coding & validation
Every deduction categorized, matched against contracts, and routed automatically — 99.99% coded within 72 hrs.
Root cause analytics
Trace every deduction to its operational source — labeling, ASN, compliance, EDI — and fix it upstream.
Trade deduction governance
Reconcile promotions and trade spend against deductions — the category that quietly sinks gross-to-net.
+20% dispute win rate
10 years of retailer nuance encoded per portal. More invalids identified. No missed submission windows.
20+ retailer portals automated
Walmart, Target, Kroger, Amazon, Costco — every portal auto-submitted. No logins, no timeouts, no rework.
Real-time reporting
CXO, Finance Manager, and Agent views. Root cause and next best action — live, not monthly Excel decks.
Prevention at the source
Pattern detection surfaces upstream issues in ordering, logistics, and trade that generate deductions at source.
Every view your team needs, built in
CXO-level deduction dashboards, finance manager dispute queues, and agent-level automation logs — all in one platform, updated in real time.
Manual process vs. agentic workflow
A direct comparison of the standard manual deduction dispute process versus the Valence agentic workflow — illustrating the time, cost, and efficiency transformation.
Receipt · 0–2 wks
Research · 2–5 wks
Prepare · 5–7 wks
Submit · 7–8 wks
Wait · 8–16 wks ⚠
Resolve · 14–18 wks
Finance
Trade Mktg
Ops
Finance
Pulls and normalizes ERP/AR data, retailer portals, carrier portals, and unstructured PDFs — automatically, daily. Transforms retailer PDF backups into structured tabular data.
Deterministic rule-based logic categorizes every deduction — OS&D, pricing, promos, fines, freight, returns. Full audit trail. 99.99% coded within 72 hours.
Tests each claim against retailer-specific rules. Retailer nuance encoded over 10 years — Walmart OSD patterns, Amazon penalty logic, Kroger swell double-dip detection.
Automated bill-back packet writing and submission across all 20+ retailer portals. Tracks resolution status. Auto-issues credit memos on approval. No missed deadlines.
Real-time dashboards: CXO view, Finance Manager view, Agent view. Root cause analytics surface prevention opportunities upstream. Next best action recommendations.
Carrier
Agents
Finance
(Human)
Finance
| Metric | Manual Process (Status Quo) | Valence Intelligence (Agentic) | Improvement |
|---|---|---|---|
Cycle Time From deduction receipt to resolution | 90–120 days 50% of time is pure retailer wait with no monitoring leverage | <1 day reconciliation 30-day average payback from go-live; retailer wait auto-monitored | ↑ 90–99% faster |
Active Work Time Human labor per dispute | 22–44 hours Across AR, Sales, Logistics, Finance — email-driven, siloed | 0–5 minutes Exception-only human review; agents handle extraction, coding & filing | ↑ 99%+ reduction |
Dispute Win Rate % of valid disputes filed and accepted | 40–60% baseline 20% written off immediately due to bandwidth; missed deadlines permanent | +20% increase No missed windows; 10 years of retailer nuance; +20% more invalids identified | ↑ +20–30 pts |
Cost per Dispute Fully-loaded internal cost | $75–150 Labor across 5 departments; often exceeds the value of small deductions | <$1 internal 2× team throughput on same headcount; no BPO or outsourcing required | ↑ 99%+ reduction |
Source of Truth Where deduction data lives | 8+ fragmented systems Excel, ERP, 3 retailer portals, email, SharePoint, TPM, 3PL — no single view | Single normalized platform All data aggregated, structured, and searchable in one place | 8 → 1 system |
Reporting How leadership gets visibility | Monthly Excel deck 4–6 weeks stale; manual compilation; 4–8 hrs/month to build | Real-time dashboards CXO, Finance Manager, and Agent views; root cause and next best action live | Monthly → Real-time |
Team Required Departments actively involved per dispute | 5 departments AR, Sales, Logistics, Finance, Operations — coordinated by email | 1 reviewer (exception only) AR team reviews flagged exceptions only; all cross-functional data auto-gathered | 5 teams → 1 touch |
Retailer Portal Coverage Portals actively connected | 3–5 portals, manual Each requires separate login, context-switching, unique formats | 20+ portals, automated Valence maintains all integrations continuously; clients always current | Manual → Always-on |
Built differently. Proven in production.
There are many deduction tools. There is one Valence. Here is why CPG finance teams choose us over every alternative.
10+ Years of Retailer Intelligence
We have encoded a decade of retailer-specific nuance — Walmart OSD patterns, Amazon penalty logic, Kroger swell double-dip detection — into deterministic rules that no manual process can match.
No Rip-and-Replace
Valence reads from and writes to your existing ERP — SAP, Oracle, NetSuite — plus connects to all 20+ retailer portals. Implementation takes days, not months. No system overhaul required.
Financial-Grade Certainty
We use deterministic rule-based logic to code every deduction — not probabilistic AI. Every decision has a full audit trail. 99.99% coded within 72 hours. Built for finance teams that need to close the books.
Dispute Resolution & Prevention
Most tools file disputes. Valence also prevents them. Our root cause engine surfaces upstream patterns in ordering, ASN, trade, and logistics — so you fix the source, not just the symptom.
7-Day Time to First Value
The average Valence deployment has disputes filing within the first week. 30-day average payback from go-live. We handle all the integration work — you review the results.
250+ CPG Brands, Proven at Scale
From $50M brands to Fortune 500 CPG companies. $100B+ in invoices processed annually. $3B+ in disputes filed. Valence is the category leader for a reason — our network effect makes every deployment smarter.
See what's leaking from your revenue today
Request a free leakage analysis — we'll show you exactly how much revenue you're leaving on the table and what Valence would identify and dispute. No commitment. Results in 48 hours.
SOC 2 Type II · Go-live in 3–5 days