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Smart Matching

Smart Matching uses AI to automatically reconcile invoices with POs and receipts even when the data isn’t perfect. It reduces manual checks, accelerates approvals, and boosts accuracy at scale.

Smart Matching in Accounts Payable

Smart Matching is an advanced, AI-driven invoice matching technology used in accounts payable (AP) automation. It intelligently links supplier invoices with related purchase orders (POs) and goods receipt notes (GRNs), even in complex or inconsistent scenarios. Unlike traditional matching methods, which rely on exact data alignment and manual review, Smart Matching adapts to data variability using machine learning to identify patterns, reconcile discrepancies, and deliver high levels of touchless invoice processing.

 Why Is Smart Matching Important?

Matching invoices manually is one of the most time-consuming and error-prone tasks in finance. Every mismatch — whether due to currency differences, quantity tolerances, or missing line items — introduces delays, errors, and potential duplicate payments. In organizations handling thousands or even millions of invoices annually, these inefficiencies compound rapidly.

Smart Matching solves this problem by automating the process. It applies intelligent rules and AI learning models to make fast, confident matching decisions — so AP teams can focus on exceptions, not repetitive validation.

 How Does Smart Matching Work?

Smart Matching technology pulls data from multiple documents — including:

  • Supplier invoices
  • Purchase orders (POs)
  • Goods receipt notes (GRNs)
  • Contract data or master vendor files

Using advanced algorithms and pattern recognition, it performs:

  • 2-way matching: Invoice vs. PO
  • 3-way matching: Invoice vs. PO vs. GRN
  • Tolerance checks: Accepting variances in quantities, pricing, taxes
  • Partial fulfilment recognition: Handling invoices tied to backorders or split shipments
  • Line-level matching: Comparing item details, UOM (units of measure), and cost centres

The system “learns” from past behaviour — adapting its decision-making to your organization’s approval thresholds, preferred vendors, and exception handling workflows. It improves over time without needing to be reprogrammed.

Business Benefits of Smart Matching

Smart Matching doesn’t just make life easier — it fundamentally changes how AP operates. Here’s what companies gain:

 Speed & Efficiency

  • Cut invoice cycle times by up to 70%
  • Eliminate bottlenecks caused by manual checks
  • Automatically approve high confidence matches

Accuracy & Compliance

  • Reduce human error and fraud risk
  • Maintain clean audit trails with full traceability
  • Support regulatory compliance with confidence

 Cost Savings

  • Avoid late payment penalties
  • Capture more early-payment discounts
  • Minimize exceptions that require manual rework

 Scalability

  • Process higher volumes with the same or smaller AP team
  • Support multi-entity, multi-currency environments

 Real-World Example

Let’s say a global retailer receives a supplier invoice with 25-line items. Some quantities are slightly different due to over-delivery. A traditional system flags it for review, creating delays. But with Smart Matching:

  • The system identifies the variance falls within acceptable thresholds.
  • It recognizes historical patterns with this supplier and approves the invoice.
  • No manual review is needed.
  • The invoice is processed and paid on time — automatically.

Multiply this by thousands of invoices per month, and the time savings become transformational.

 Where Does Smart Matching Fit in AP Automation?

Smart Matching is a core component of broader AP automation and Procure-to-Pay (P2P) solutions. It integrates seamlessly with systems such as:

  • Enterprise Resource Planning (ERP) platforms (e.g., SAP, Oracle, Microsoft Dynamics)
  • Document capture tools (OCR and e-invoicing platforms)
  • Approval workflows and payment modules

It plays a vital role in achieving “touchless processing”, where 80–90% of invoices are automatically approved and routed without human intervention.

Talk to us today to see Smart Matching in action.