Payment Reconciliation

Payment reconciliation breaks when remittance data arrives in formats your treasury system was not built to parse. Partial payments, unapplied credits, and mismatched references create a manual queue that grows with every new payment method and geography.

Staple AI structures remittance data from any format and matches it against open receivables at line-item level, so cash application happens in hours instead of days.

Why Cash Application Stalls

Remittance advices arrive as PDFs, emails, spreadsheet attachments, and bank portal downloads, each in a different layout. Customers reference their own PO numbers, short-pay individual lines, and combine payments across invoices. Treasury teams rekey data into the ERP and chase discrepancies manually, delaying the close and inflating DSO.

How Staple Handles Payment Reconciliation

Structure Remittances from Any Format

Context-based extraction reads remittance advices, bank statements, and payment notifications regardless of layout, language, or format. Normalization converts dates, currencies, and entity names into consistent values. Supported across 300+ languages.

Line-Item Matching Against Open Receivables

Cross-source reconciliation matches payment data against invoices at line-item level, handling partial payments, short payments, unapplied credits, and combined payments. Fuzzy matching resolves entity-name variance ("ABC Corp Ltd" vs "ABC Corporation Limited") with configurable tolerance ranges.

Discrepancy Evidence in One View

Line-item evidence and discrepancy explanations are shown in a single reviewer view, so the team resolves exceptions with context instead of chasing documents across inboxes. Matched items flow through automatically.

Structured Output to Your Treasury System

Verified, reconciled data is delivered to your ERP or treasury system through pre-built integrations (SAP ERP, Yonyou, Oracle, Coupa) or API, with the full audit trail attached.

Results from Payment Operations

foodpanda ($10.5B revenue, 11 countries, 750,000+ documents a year): three-way matching against POs and GRNs across 5 languages, 97.99% accuracy, integrated with warehouse management, absorbed volume growth with no additional hires.

Global FMCG brand (5,600 stores): supplier invoices and delivery notes in Chinese, Korean, Thai, and Vietnamese, 99.6% accuracy across four APAC languages in one deployment.

Staple does not replace your treasury management system or ERP. It structures and reconciles the payment data before it reaches those systems, eliminating the manual rekeying and matching that delays cash application.

See Payment Reconciliation on Your Own Data

Bring a set of remittance advices and open receivables, and see how Staple structures, matches, and surfaces discrepancies, live.