AI Agents for Trade Promotion Reconciliation
Trade promotion reconciliation agents that match retailer deductions to promotion agreements, surface variances by retailer and program, and give your trade finance team a current view of open claims without rebuilding the process each period. Trusted by CPG brands across North America.
Challenges We Solve
Where Trade Promotion Reconciliation Breaks Down
Consumer packaged goods finance teams work across retailer portals, TPM systems, ERP ledgers and promotion agreement libraries. Manual reconciliation at this scale creates backlogs, missed dispute windows and unreliable trade spend visibility.
Deduction Intake
Retailer Claims Arrive Without Promotion Context
Deduction files from Walmart, Kroger, Target and other accounts arrive with incomplete references. Consumer packaged goods finance teams search remittance portals, email threads and spreadsheets to determine which promotion each claim belongs to before matching can even begin.
Promotion Matching
Agreement Terms Are Difficult to Validate at High Volume
Teams manually compare retailer, SKU, promotional window and allowance rate against each deduction line. At the claim volumes generated by major CPG accounts, this creates multi-day backlogs and increases the risk of approving unsupported deductions before the dispute window closes.
Exception Management
Unresolved Variances Accumulate Without Clear Ownership
Duplicate claims, deductions taken outside the promotional period and unsupported amounts sit in exception queues without an assigned reviewer, a resolution date or escalation logic. Consumer packaged goods brands with high trade spend face growing backlogs that compound each period.
Accrual Alignment
TPM Accruals and Retailer Deductions Do Not Reconcile
Finance teams reconcile TPM accruals against actual deductions taken manually at period end. The gap between what was accrued in the trade promotion management system and what retailers claimed surfaces too late to adjust before the books close.
Supporting Documents
Proof of Performance Is Scattered Across Systems
Scan certificates, event recaps, promotion authorizations and retailer backup documents live in different portals, shared drives and inbox folders. Assembling evidence for a dispute or compliance review is a significant manual effort per claim.
Trade Reporting
Deduction Status Reports Are Produced Too Late to Act On
Manual status updates on matched claims, open disputes and aging exceptions are assembled periodically. By the time the report reaches the trade finance review, the numbers are already several days out of date and the commercial team cannot reallocate trade budget based on current data.
AI Agent Capabilities
AI Agents Built for Every Trade Promotion Reconciliation Workflow
Six connected capabilities designed around your promotion agreement library, retailer deduction formats and trade finance review controls for consumer packaged goods operations.
Deduction Capture Agent
- Collects deduction files from Walmart Retail Link, Kroger 8451, Target Workbench, Amazon Vendor Central and other remittance portals
- Captures EDI 844 debit memo feeds and email-delivered deduction attachments from all accounts
- Extracts retailer, claim date, deduction amount, deduction code and reference number from each file
- Standardises inconsistent file formats across all consumer packaged goods retail accounts into a single review queue
- Creates a traceable intake record linked to the original deduction document for each claim
Promotion Matching Agent
- Identifies candidate promotion agreements for each incoming deduction claim from the TPM library
- Validates retailer, SKU, promotional window, deduction code and allowance rate against the agreement terms
- Compares the claimed deduction amount against the agreed trade rate and authorized volume
- Flags low-confidence matches for trade finance review with the matching rationale visible
- Supports scan deductions, off-invoice allowances, billback programs and co-op claims for CPG accounts
Variance Detection Agent
- Identifies deductions taken outside the authorized promotional period by consumer packaged goods retailers
- Flags duplicate claims submitted across multiple remittance cycles for the same promotion event
- Highlights claims where the deducted amount exceeds the agreed allowance rate or authorized volume
- Surfaces missing proof of performance documentation before the retailer dispute window closes
- Prioritises exceptions by dollar value, retailer exposure and claim age for the trade finance team
Dispute Package Assembly Agent
- Compiles the promotion agreement, deduction document and variance calculation for each invalid claim
- Attaches proof of performance and retailer authorization documents to the dispute package
- Routes completed packages to the assigned trade analyst with the retailer dispute deadline visible
- Tracks submission status by account and escalates approaching dispute windows before the deadline
- Maintains an audit trail of dispute actions, responses and resolution outcomes for compliance review
Accrual Reconciliation Agent
- Compares TPM accrual balances against actual deductions taken by retailer and promotion program
- Surfaces over-accrued positions where planned events did not generate the expected deduction volume
- Flags under-accrued positions where deductions exceed the TPM accrual before period-end close
- Provides an accrual-to-actual reconciliation by promotion program and trade period for the controller
- Supports month-end and quarter-end close with a current trade liability position without manual assembly
Trade Spend Reporting Agent
- Delivers deduction status reports by retailer, promotion program and trade period on a defined schedule
- Tracks matched claims, open exceptions, disputes filed and amounts recovered by consumer packaged goods account
- Compares actual trade spend against the promotional budget and TPM accrual by program
- Flags aging exceptions and approaching dispute deadlines before each trade finance review cycle
- Outputs in formats compatible with SAP, Oracle, NetSuite, Microsoft Dynamics and major CPG ERP platforms
Deployment
How We Deploy Your Trade Promotion Reconciliation Agent
Five steps from your first call to a validated reconciliation workflow, with trade finance review controls built in at each stage.
01
Discovery and Trade Workflow Mapping
We map your deduction file formats, promotion agreement library, TPM system, ERP chart of accounts and current reconciliation review steps across all consumer packaged goods retail accounts.
✓ Retailer portal and EDI 844 feed inventory
✓ Promotion agreement and TPM data source map
✓ Recommended agent architecture for your trade programs
CPG Trade Finance Teams
Who This Is Built For
Each deployment is scoped around how a specific consumer packaged goods role depends on trade promotion data. Your controller, trade marketing manager and VP Finance each get the view they need from a process that runs without manual effort.
CONTROLLER
Controller
Stops discovering accrual variances at period end. Gets a continuously reconciled trade liability position instead.
What Changes
- Accrual-to-actual reconciliation complete before the books close each period
- Open deduction summary by aging bucket and retailer for balance sheet review
- Trade spend variance versus TPM accrual by promotion program without manual assembly
- Audit trail maintained for every deduction from intake to GL posting
TRADE MANAGER
Trade Marketing Manager
Stops manually assembling dispute packages per deduction. Gets pre-built packages routed to the right person instead.
What Changes
- Dispute packages compiled automatically with promotion agreement and variance detail
- Invalid deductions flagged before the retailer dispute window closes
- Promotional compliance exceptions surfaced with supporting documents attached
- Post-event trade spend actuals available without requesting data from finance
VP FINANCE
VP Finance and CFO
Stops waiting for the reconciliation to be finished before seeing trade position. Gets a current view of trade liability instead.
What Changes
- Trade spend by retailer, promotion program and period visible without manual reports
- Deduction recovery rate tracked as a commercial performance metric
- Trade rate as a percentage of net revenue updated continuously, not at close
- No accrual surprises at quarter end from deductions taken above the TPM plan
Meet Our CEO Haroon Jafree, CPA
25 years as a CFO and finance leader, designing agents around CPG trade workflows he personally ran.
Case Studies
AI Agents We Have Built for CPG Operations
Frozen Foods / CPG
How a $150M Frozen Foods Distributor Eliminated Overnight Temperature Risk and Prevented $200K–$250K in Annual Losses
CPG / Consumer Packaged Goods
How a $50M CPG Brand Replaced a $180K TPM System and Unlocked $300K in Annual Value Using Open-Source TPM and Agentic AI
Frozen Foods / CPG
How a $250M+ Frozen Food Manufacturer Cut Daily Inventory Reporting from 120 Minutes to 5 Minutes and Saved $44,000 Annually
CPG / Business Process Outsourcing
How a $800M CPG Company Replaced OCR and Manual Data Entry with Agentic AI, Generating $592,000 in Annual Savings and a 4.6x ROI
FAQ
Questions About Trade Promotion Reconciliation
What consumer packaged goods finance teams, controllers and trade analysts ask before the first call.
Trade promotion reconciliation automation for consumer packaged goods companies uses AI agents to collect retailer deduction files, match each claim to the originating promotion agreement, identify variances, build dispute packages and reconcile TPM accruals against actual deductions taken. The result is a current view of open trade liabilities without manual spreadsheet assembly each period.
Get Started
Ready to Automate Trade Promotion Reconciliation?
Book a discovery call to walk through your current deduction matching process, your TPM system and the trade periods where your team spends the most time.
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