Agentic Cash Application
Turn fragmented payment evidence into posting-ready outcomes.
Itemize agents bring together payments, remittance advice, open receivables, customer correspondence, and policy—then match transactions, resolve exceptions, and produce accurate, fully traceable cash application outcomes.
Live decision recordCA-10482
ITEMIZE AGENTProposed allocationEvidence and policy evaluated together
Invoice references PASSPayer identity PASSAmount variance REVIEW
EXCEPTION$1,250 short pay identifiedCustomer tolerance and reason-code policy applied
OUTCOMEPosting ready13 matched · 1 resolved
Sources linkedRules visibleActor attributed
The Operating Reality
Lockbox is not simply payment capture.
The difficult work begins when payment information, remittance detail, customer context, and open receivables do not arrive together—or do not agree.
Evidence is fragmented
Payments, remittances, emails, files, and portal downloads arrive across disconnected channels.
References are unreliable
Invoice numbers, account identifiers, payer names, and amounts may be incomplete, reformatted, or missing.
One payment can represent many events
Consolidated payments, deductions, partial payments, and adjustments require transaction-level interpretation.
Every customer operates differently
Rules, tolerances, approval requirements, and downstream destinations vary by program and client.
What Itemize Does
One intelligent workflow from evidence intake through validated delivery.
Itemize performs the preparation, reasoning, and resolution work required before licensed financial institutions or their customers complete downstream financial actions.
Collect
Unify payment records, remittance information, documents, correspondence, and connected data.
Relate
Identify relationships among payers, accounts, invoices, deductions, deposits, and receivables.
Resolve
Investigate missing, conflicting, and ambiguous information using financial context and customer policy.
Deliver
Produce validated records, exception treatments, and evidence for downstream systems and teams.
The Glass-Box Workspace
Transparent AI you can inspect and defend.
Every proposed allocation carries its source evidence, matching tests, customer policy, exception treatment, and actor history—so automation and control reinforce one another.
ACTIVE CASE · CA-10482Global Industrial Ltd. · $184,250.0014 invoice references · 1 variance requiring treatment
Recommended outcome13 + 113 direct matches · 1 policy resolution
PROPOSED ALLOCATIONEvidence-to-invoice relationships
Agent preparedInvoiceOpenApplyDecision
INV-48391$72,000$72,000Matched
INV-48407$61,500$61,500Matched
INV-48426$52,000$50,750Resolved
EXCEPTION TREATMENT$1,250 short payReason code: Pricing adjustment
POLICY RESULTWithin authorized toleranceCustomer rule CA-SP-04 passed
1Intake09:14:02
2Evidence related09:14:05
3Policy evaluated09:14:07
4Outcome prepared09:14:08
5Downstream deliveryReady
Production Complexity
The difficult work Agentic Lockbox is built to handle.
Real receivables operations are dominated by exceptions—not clean, one-payment-to-one-invoice examples.
Remittance arrives separately
Locate and relate remittance evidence received through email, portal, file, or another channel.
One payment covers many invoices
Decompose consolidated activity and connect line-item detail to the correct open receivables.
Payment and invoice amounts differ
Apply tolerances, deductions, credits, and customer rules to determine the appropriate treatment.
Payer and customer names do not align
Reason across aliases, account hierarchies, prior activity, and related transaction evidence.
References point to different records
Evaluate competing evidence and retain the basis for the selected relationship or exception.
No defensible match is available
Route the item with structured context, supporting evidence, and a clear reason for human review.
Transparent Outcomes
Every result carries its evidence.
Itemize retains what was received, what rules were applied, how an exception was resolved, who or what acted, and what was delivered downstream.
LOCKBOX DECISION RECORD● Complete
Payment and remittance sources linkedEvidence
Customer rules and tolerances appliedPolicy
Matching tests and relationships retainedReasoning
Exception and resolution path recordedResolution
Actor, changes, and downstream delivery attributedActivity
Enterprise Fit
Designed for existing lockbox and receivables environments.
Itemize works across the channels, systems, controls, and operating models already used by financial institutions and enterprise finance teams.
Connect the operating environment
Bank and deposit filesPayment platformsERP and receivables systemsEmail and document channelsCustomer portalsMaster and reference data
Improve the work that matters
More usable remittance dataAcross more incoming formats and channels
Fewer unresolved exceptionsWith evidence and context brought together
Faster downstream readinessWithout sacrificing validation or control
Stronger operational evidenceFor review, customer service, and audit
Put Agentic Cash Application to Work
Resolve more cash with greater control.
See how Itemize can match fragmented transaction evidence, resolve complex exceptions, and deliver accurate, explainable, posting-ready outcomes without adding another manual queue.