A Wiley|Wilson Company
Manufacturing

AI-Powered Contract & PO Automation for Manufacturing

A 150-employee industrial parts manufacturer was drowning in paperwork. Their procurement team spent 60% of their time manually processing contracts and purchase orders, leading to delays, errors, and missed early-payment discounts. We automated their document workflow with AI, freeing their team to focus on vendor relationships instead of data entry.

Client
Regional Industrial Parts Manufacturer
Year
2025
Our Role
AI Solutions Partner
Duration
3 months
Microsoft AzureAzure Logic AppsAzure Blob StorageAzure AI Document IntelligenceAzure OpenAICustom NLP ModelsSAP ConnectorREST APIsAzure Service Bus
AI-Powered Contract & PO Automation for Manufacturing

Overview

A 150-employee industrial parts manufacturer was drowning in paperwork. Their procurement team spent 60% of their time manually processing contracts and purchase orders, leading to delays, errors, and missed early-payment discounts. We automated their document workflow with AI, freeing their team to focus on vendor relationships instead of data entry.

Objectives

  • Reduce PO processing time by 75%
  • Cut data entry errors to under 2%
  • Capture early-payment discounts currently being missed
  • Integrate with existing ERP without disruption

The Challenge

Mid-sized manufacturers often run lean operations where the same people handle purchasing, vendor management, and contract administration. This client's manual process for reviewing contracts and creating POs took 3-4 days per order cycle and resulted in a 12% error rate that caused production delays and strained supplier relationships.

Our Approach

01

Document Intelligence

Trained AI models to extract key terms, pricing, and conditions from their varied contract formats—including handwritten notes and legacy documents.

02

ERP Integration

Built seamless connectors to their existing ERP system, automatically populating POs and validating against master data without manual re-entry.

03

Exception Handling

Created smart routing for edge cases, ensuring humans review what matters while routine orders flow through automatically.

The Solution

We deployed an AI-powered document processing system that extracts key terms from contracts, auto-generates purchase orders, validates pricing against agreements, and flags exceptions for human review. The system integrates with their existing ERP and reduces the order cycle from days to hours.

Results & Impact

82%
Faster Processing
1.8%
Error Rate (was 12%)
$95K
Captured Discounts
20 hrs/wk
Time Saved

Key Learnings

Messy Data Is Normal

Real manufacturing documents are messy—handwritten changes, faxed copies, inconsistent formats. Our AI was trained on their actual documents, not clean samples.

Trust Through Transparency

Showing the procurement team exactly why the AI made each decision built confidence. They went from skeptical to enthusiastic within the first month.

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