AI-Powered 3-Way Matching for Complex Long-Term Contracts

AI & Work Flow

Partnering with an advanced manufacturing company's finance team, we developed a comprehensive AI system to handle complex long-term contracts. The solution scans emails and internal portals for invoices, validates formatting, cross-references vendor data, and performs advanced multi-timeline 3-way matching. With one-click approvals, automated duplicate detection, and an executive dashboard for analytics, finance teams can now focus on strategy instead of repetitive administrative tasks. The system integrates seamlessly with existing enterprise platforms, delivering faster, more accurate, and scalable financial operations.

Client

Advanced Manufacturing Company

Services

AI Invoice Processing 3-Way Matching Workflow Automation

Industries

Enterprise Finance, Manufacturing

Key Features Delivered:

  • Automated email and system scanning with intelligent file extraction

  • Smart invoice validation and automatic rejection of formatting errors

  • Advanced 3-way matching for multi-year, multi-delivery purchase orders

  • One-click approval, rejection, and archiving workflow

  • Duplicate invoice detection and removal

  • Executive dashboard with comprehensive analytics

  • Clean, fully customized UI integrated with existing enterprise systems

When we partnered with an advanced manufacturing company's research team, they faced a challenge that many large organizations know all too well: their existing corporate finance system handled basic 3-way matching, but completely broke down when dealing with the complexity of real-world, long-term contracts. We collaborated to redefine what automated finance processing could look like for enterprise-scale operations.

Beyond Standard Finance Systems

The problem wasn't with their core enterprise finance platform—it was with the gap between standard functionality and operational reality. Their purchase orders varied dramatically in complexity—from simple one-time purchases to multi-year contracts spanning up to two years from first delivery to completion, with multiple invoices and receipts scattered across that timeline. Each complex PO contained hundreds of line items that needed detailed tracking and verification.

Their finance team was drowning in manual processes: hunting through emails for vendor invoices, cross-referencing multiple deliveries against original purchase orders, and spending hours verifying that invoices matched receipts and PO specifications. What should have been an automated process had become a full-time job for multiple team members.

The Intelligent Processing Engine

We built a comprehensive solution that transforms chaos into streamlined automation. Our system continuously monitors both their internal invoice submission portal and email systems, automatically identifying and extracting relevant financial documents using advanced AI recognition.

But extraction is just the beginning. The system immediately validates each invoice against strict formatting requirements—rejecting documents without proper PO numbers, missing vendor details, or incomplete line items. When an invoice fails validation, the system automatically sends a detailed rejection email back to the vendor, clearly explaining what's missing and what needs to be corrected for resubmission. It also cross-references vendor information against their approved vendor database, ensuring only legitimate submissions enter the workflow.

This intelligent filtering and automated communication eliminates the time-wasting back-and-forth that typically happens when incomplete or improperly formatted invoices slip through initial screening.

Advanced Multi-Timeline Matching

The core innovation lies in our sophisticated 3-way matching engine designed specifically for complex, long-term contracts. Unlike standard systems that expect simple one-to-one relationships, our solution understands that a single purchase order might generate dozens of invoices and receipts over months or years.

The system tracks partial deliveries, manages progressive billing, and maintains perfect audit trails across the entire contract lifecycle. Finance teams can drill down into any PO to see detailed item-level progress, delivery schedules, and payment history—all in a clean, intuitive interface that integrates seamlessly with their existing enterprise system.

One-Click Operations and Intelligence

Every action in the system is designed for speed and accuracy. Invoice approvals, rejections, and archiving happen with single clicks, while duplicate detection runs automatically in the background. The system learns from each interaction, building intelligence about approval patterns and vendor behaviors.

Our executive dashboard provides real-time visibility into processing volumes, approval bottlenecks, and vendor performance metrics. Finance leaders can spot trends, identify process improvements, and make data-driven decisions about vendor relationships and contract management.

Transformational Results

The impact was immediate and dramatic: over 90% reduction in manual processing time, with finance teams now focusing on strategic analysis rather than administrative tasks. But we're just getting started—as our AI model learns more about their approval behaviors and preferences, we'll introduce intelligent auto-approval for routine transactions that match established patterns.

This project demonstrates the power of purpose-built AI solutions that understand real business complexity. It's not about replacing existing enterprise systems—it's about bridging the gap between standard functionality and operational excellence.

Ready to transform your finance operations with intelligent automation? Let's discuss how AI can eliminate manual bottlenecks and accelerate your financial processes.