Freehand Studio · AI Agent · Trade & Compliance

Drawback Recovery Agent: Duties Paid on Exported Goods Recovered Automatically and Completely

Import duty payments matched to eligible export transactions across ERP and TMS. Drawback claims assembled and filed within the statutory window. Recovery tracked to refund receipt. Freehand's Drawback Recovery Agent captures the entitlement most companies leave on the table.

Shipper
3PL
LSP
Carrier
Service Provider
3-5x
More drawback recovered vs. opportunistic manual claim filing
100%
Of filing windows met statutory deadlines never missed due to process lag
0.5-2%
Of import duty spend recoverable through systematic drawback recovery
Trusted by global leaders in manufacturing, logistics, retail, and life sciences
Awards and Recognitions
The Problem

Duty Drawback Entitlement Is Real and Most of It Goes Unclaimed.

Duty drawback the refund of duties paid on imported goods subsequently exported is a legitimate entitlement that most companies under-claim. Matching import duty payments to export transactions requires cross-system data linkage too complex to do manually at scale.

Import-Export Matching Is Too Complex to Do Manually

Matching import duty payments to eligible export transactions requires connecting ERP duty records, TMS export shipment records, product and quantity confirmation, and statutory timeframe validation across systems not designed to communicate. Manual matching at scale is not feasible.

Only Large, Obvious Matches Are Filed

Manual drawback programs claim the straightforward, high-value import-export pairs where the match is obvious. The large volume of mid-tier pairs where aggregated recovery is significant is never analyzed because matching effort exceeds perceived value per claim.

Filing Windows Missed Due to Process Complexity

Statutory filing windows for duty drawback vary by country and claim type typically 3 to 5 years from export date in the US. Manual processes miss a significant share of windows because the matching and claim assembly work cannot be completed before the deadline.

Documentation Assembly Is Time-Consuming

Each drawback claim requires import entry records, export documentation, duty payment confirmation, product identity matching, and quantity verification in the format required by customs authorities. Manual assembly takes significant time per claim.

Substitution Drawback Eligibility Not Analyzed

Some jurisdictions allow substitution drawback claiming on exports of commercially interchangeable goods even if not the exact imported product. Substitution eligibility analysis requires product classification comparison that manual programs rarely conduct.

Recovery Not Tracked Through to Refund Receipt

Even when claims are filed, tracking whether customs have processed the claim and issued the refund requires manual follow-up that frequently falls through. Some filed claims expire without recovery because no one tracked the status.

What the Agent Does

Match Import-Export Pairs. Assemble Claims. File Within the Window. Track to Refund.

Matches import duty payments to eligible export transactions using product, quantity, and timeframe matching. Calculates drawback entitlement. Assembles claim documentation. Files with customs authorities within the statutory window. Tracks recovery through to refund receipt.

Automatic Import-Export Pair Matching

Import duty payment records matched to eligible export transactions using product identity, quantity, HS code, and statutory timeframe validation. Pairs identified across all transaction volume not just the obvious high-value matches. Substitution drawback eligibility analyzed where applicable.

Drawback Entitlement Calculation

Drawback entitlement calculated for each matched pair based on duty paid at import, applicable recovery rate, and country-specific calculation rules. Total recoverable amount quantified before claim filing so finance has visibility into the recovery pipeline.

Claim Documentation Assembly

Claim packages assembled automatically per claim import entry records, export documentation, duty payment confirmation, product identity matching, and quantity verification structured in the format required by the applicable customs authority.

Filing Within Statutory Window

Claims filed with customs authorities ACE for US customs, equivalent customs portals internationally within the statutory filing window for each jurisdiction. No filing deadline missed due to manual process lag. Every eligible pair filed before the window closes.

Recovery Tracking Through to Refund

Each filed claim tracked through customs processing to refund issuance and receipt confirmation. Refund amounts verified against claimed amounts. Short-refunds and processing delays flagged for follow-up. Finance receivables updated when refunds post.

Continuous New Pair Identification

New import duty payments continuously matched against pending export transactions as they occur. Eligible pairs identified as they form not in quarterly batch reviews that may miss filing windows for earlier pairs.

Agent Handoffs

From Duty Payments to Filed Claims to Recovered Refunds

Receives duty calculation and FTA qualification data upstream. Delivers filed claim records to broker audit and compliance screening agents downstream.

Receives from

Duty Calculation Agent

  • Import duty payment records and calculated duty amounts from the Duty Calculation Agent used as the primary input for import-export pair matching and drawback entitlement calculation.

FTA Qualification Agent

  • FTA eligibility status from the FTA Qualification Agent used to confirm which imports were subject to standard MFN duties and therefore potentially eligible for drawback recovery versus preferential FTA rates.

This Agent

Drawback Recovery Agent

  • Matches import duty payments to eligible export transactions. Calculates drawback entitlement. Assembles claim documentation. Files with customs authorities within the statutory window. Tracks recovery through to refund receipt.

Triggers

Broker Audit Agent

  • Filed drawback claim records and duty payment documentation delivered to the Broker Audit Agent for validation that broker-managed customs entries support the drawback claims being filed.

Compliance Screening Agent

  • Drawback claim records and associated export documentation delivered to the Compliance Screening Agent for trade document completeness verification and export compliance cross-referencing.
Before AI → After AI

What Changes When Drawback Recovery Runs on the Agent

The entitlement does not change. The percentage of it that gets claimed and recovered does.

Before the Agent
With Drawback Recovery Agent
Drawback claims filed opportunistically on large, obvious import-export matches. Most entitlement unclaimed. Filing window missed frequently due to manual process complexity.
All eligible import-export pairs identified and matched automatically. Full entitlement claimed. Filing within the statutory window on every eligible pair.
Only large, obvious matches are filed. The volume of mid-tier pairs where aggregated recovery is significant is never analyzed. Manual matching effort exceeds perceived value per claim.
Entitlement calculated across all matched pairs including mid-tier volume. Total recoverable amount quantified and visible to finance before filing.
Filing windows missed due to manual process complexity and workload. Eligible pairs discovered after the statutory deadline expire without recovery.
Entitlement calculated across all matched pairs. Total recoverable amount quantified and visible to finance before filing.
Documentation assembly is time-consuming per claim. Manual document gathering limits the volume that can be filed and introduces accuracy risk.
Claims filed within the statutory window for every jurisdiction. No filing deadline missed. Every eligible pair filed before the window closes regardless of claim volume.
Filed claims tracked manually sometimes not tracked at all. Short-refunds and processing delays go unnoticed. Some filed claims expire without recovery.
Every filed claim tracked from submission to refund receipt. Short-refunds flagged immediately. Finance receivables updated when refunds post.
Measured Outcomes

Results from Live Deployments

Outcomes measured from chemical, automotive, consumer goods, and pharmaceutical enterprise deployments across US, EU, and Asia-Pacific customs programs.

3-5x
More drawback recovered vs. opportunistic manual claim filing
100%
Of filing windows met statutory deadlines never missed due to process lag
0.5-2%
Of import duty spend recoverable through systematic drawback recovery

All eligible import-export pairs matched automatically not just high-value obvious ones.

Claim documentation assembled automatically in the format required by each customs authority.

Claims filed within the statutory window for every jurisdiction. No missed deadlines.

Recovery tracked from filing through refund receipt. Short-refunds flagged immediately.

Connects to ERP duty records, TMS export data, and ACE on day one. No manual import-export matching required.

Scales with transaction volume. No incremental trade specialist headcount as import-export pairs multiply.

Integrations

Works Where Your Import and Export Data Already Lives

Reads from ERP duty payment records and TMS export data. Files claims directly with ACE and customs portals. Updates finance receivables on refund receipt.

ERP Finance

SAP FI/CO · Oracle Fusion

Import duty payment records from ERP finance systems consumed via BAPI and REST for pair matching and entitlement calculation.

ERP Operations

SAP S/4HANA · Oracle · Dynamics 365 · SAP TM

Export transaction records and shipment data consumed from ERP and TMS via BAPI and REST for import-export pair matching.

Product Matching

ERP Product and Quantity Data

Product identity and quantity confirmation data from ERP used to validate import-export pair matches and confirm substitution drawback eligibility.

Drawback Rules

Descartes · Customs Authority APIs

Statutory drawback rules by country consumed from Descartes and customs authority data feeds for claim type determination and filing window calculation.

Middleware

MuleSoft · Dell Boomi

Import and export data flowing through your integration layer accessed without drawback recovery pipeline disruption.

Duty Data

Duty Calculation Agent · FTA Qualification Agent

Duty payment records from the Duty Calculation Agent and FTA status from the FTA Qualification Agent used to confirm drawback eligibility for each matched pair.

Customs Filing

ACE / Customs Portal

Drawback claims filed directly with ACE for US customs and equivalent customs portals internationally via ABI and ACE API.

Claim Tracking

Claim Tracking and Recovery Record

All filed claims tracked in Freehand from submission to refund receipt. Status, amount, and processing timeline maintained per claim.

Finance

SAP FI · Oracle REST

Finance receivables updated in ERP when drawback refunds are confirmed and posted. Refund amounts verified against claimed amounts.

Compliance Archive

SharePoint / OneDrive

Claim documentation and supporting records archived in SharePoint for customs audit access and compliance documentation.

Data Lake

Snowflake / Databricks

Drawback recovery records and recovery analytics written to your data lake for trade analytics and compliance reporting.

Downstream Agents

Broker Audit Agent · Compliance Screening Agent

Drawback recovery intelligence flows into downstream trade agents. The Broker Audit Agent receives duty payment records for validation. The Compliance Screening Agent receives export documentation for compliance verification.

2,400
Import-export pairs matched in chemicals deployment vs. manual process that found fewer than 200
$1.9M
Drawback recovered in first 12 months vs. $340K in prior year manual program
3-5x
More drawback recovered vs. opportunistic manual claim filing
Day 1
Connected to ERP duty records, export data, and ACE from go-live
Case Studies

2,400 Pairs. $1.9M Recovered. Prior Year: $340K.

Real outcomes from enterprises running the Drawback Recovery Agent in production.

Case Study 01

Specialty Chemicals Exporter

Specialty chemicals exporter with an established but opportunistic manual drawback program claiming only the most obvious import-export pairs. Prior year recovery of $340K was believed to represent most of the available entitlement.

Specialty Chemicals · Export Manufacturing · Prior Program: $340K Claimed

$1.9M

Drawback recovered in first 12 months vs. $340K prior year

2,400

Import-export pairs matched vs. fewer than 200 in prior manual program

  • $1.9M in duty drawback recovered in the first 12 months compared to $340K claimed in the prior year, representing the majority of entitlement the manual program had been missing.
  • 2,400 import-export pairs matched automatically the prior manual process had identified fewer than 200 pairs because cross-system matching had not been feasible
  • 100% of statutory filing windows met from the first deployment month eliminating the filing deadline misses that had caused entitlement to expire unclaimed in prior years.
Case Study 02

Automotive Parts Manufacturer

Automotive parts manufacturer with a US drawback program covering only manufacturing drawback on direct substitution pairs. Unused drawback on rejection and repair exports was entirely unclaimed due to documentation complexity.

Automotive · US Drawback · Unexplored Claim Types

3 claim types

Now filed vs. 1 previously rejected merchandise and repair drawback added

$2.4M

Additional annual recovery from claim types previously not filed

  • Rejected merchandise drawback and repair and re-export drawback claim types identified and filed for the first time adding $2.4M in annual recovery to an existing manufacturing drawback program
  • Documentation assembly for all three claim types automated reducing per-claim preparation time from an average of 4 hours to under 10 minutes
  • Recovery tracking identified two CBP processing delays that had allowed claims to sit for 8+ months follow-up initiated and refunds received within 60 days.
Technology

Powered by the Freehand Context Graph

Drawback recovery requires connecting duty payments to export records across systems that were never designed to communicate.

The Context Graph connects ERP import duty payment records, TMS export transaction data, product identity and quantity records, and statutory drawback rules into the unified matching context. Every eligible import-export pair identified from verified data across all source systems.

Built on the Freehand Logistics Language Model, trained on duty drawback claim structures, import-export matching methodologies, statutory filing requirements, and customs authority submission formats across US CBP, EU customs administrations, and Asia-Pacific customs programs. It understands how to match, calculate, and document claims that customs authorities accept.

  • Every matched pair and filed claim is fully traceable. The import entry record, the export transaction matched, the duty payment confirmed, the claim amount calculated, and the filing outcome are all logged. Complete audit trail available for customs authority review.
  • The Context Graph learns from claim outcomes. Matching logic for valid pairs upheld by customs is reinforced. Documentation gaps that caused claim rejections are identified and corrected. Recovery accuracy and claim acceptance rates improve with every filing cycle.
  • Drawback recovery intelligence flows into every downstream trade agent. The Broker Audit Agent receives duty payment records for entry validation. The Compliance Screening Agent receives export documentation. Finance receivables receives refund confirmation for cash flow reporting.
Architecture Overview
DATA LAYER AI TEAM Contracted Rates Carrier Invoices Shipment Events EDI Feeds ERP Exports Rate Cards CG Context Graph Freehand LLM Unified Semantic Layer Domain-Specific AI Self-Learning Model IA Invoice Audit Agent 100% invoice coverage GL GL Coding Agent GL posting & allocation AF Accrual & Forecast Agent Live spend accruals SI Spend Intelligence Agent Finance-grade data ERP OUTPUT SAP · Oracle Cloud · Oracle JDE · NetSuite · via API & EDI
FAQ

Drawback Recovery: Questions Trade and Finance Leaders Ask

Straight answers to what trade compliance and finance leaders ask before deploying the Drawback Recovery Agent.

What types of drawback claims does the agent support?
+

Manufacturing drawback on imported materials used in exported finished goods, rejected merchandise drawback on returned or destroyed goods, and substitution drawback where applicable. Claim type eligibility determined per jurisdiction at deployment.

How does the agent match import-export pairs?
+

Product identity, HS code, quantity, and statutory timeframe validation applied across ERP import duty records and TMS export transaction records. Substitution drawback eligibility analyzed where the jurisdiction permits commercially interchangeable product matching.

How does the agent handle multiple jurisdictions?
+

Drawback rules by country consumed from Descartes and customs authority data feeds. Filing procedures, statutory windows, and documentation requirements configured per jurisdiction. Claims filed through the applicable customs portal for each country.

What happens if a claim is rejected by customs?
+

Rejection reason recorded and analyzed. Documentation gaps or matching errors identified. Claim corrected and refiled within the statutory window where permitted. Rejection patterns that indicate systemic issues flagged for trade compliance review.

How does the Drawback Recovery Agent fit into the Freehand pipeline?
+

Receives duty payment records from the Duty Calculation Agent and FTA status from the FTA Qualification Agent. Delivers filed claim records to the Broker Audit Agent and Compliance Screening Agent. Updates finance receivables when refunds are confirmed.

How quickly can the Drawback Recovery Agent be deployed?
+

Deployable in days via pre-built connectors to ERP duty records, TMS export data, and ACE. Most enterprises have initial import-export pairs identified and claims queued for filing within the first week of deployment.

Get Started

Deploy the Drawback Recovery Agent Across Your Import-Export Portfolio

Full drawback entitlement claimed. Statutory windows always met. Recovery tracked to refund receipt. Deployable in days.

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