Measure Purchase-to-Pay Performance, Quantify AI Opportunity and Accelerate Procurement Value

The purchase-to-pay performance gap is growing

Purchase-to-pay sits at the intersection of spending, supplier performance and enterprise value. Yet many organizations continue to manage purchasing, invoice processing and payment as disconnected activities. AI World Class organizations are redesigning the entire process, creating measurable advantages in procurement productivity, savings generation, supplier performance and business value.

What we benchmark across purchase-to-pay

End-to-end purchase-to-pay performance

The Hackett Group^® benchmarks the complete purchase-to-pay process, providing an objective view of performance across every stage of purchasing, invoice processing and payment.

The AI World Class purchase-to-pay performance gap ¹

Process reinvention unlocks the full value of AI. AI transformation is not technology-led. It is process-led. AI World Class organizations redesign purchase-to-pay from purchasing through payment, creating compounding improvements in procurement productivity, buying compliance, invoice quality and business value.

¹ AI World Class benchmark modeling based on peer median and AI World Class performance scenarios, The Hackett Group^®, 2026

Frequently asked questions

What is purchase-to-pay benchmarking?

Purchase-to-pay benchmarking compares the cost, productivity, quality and business outcomes of your purchase-to-pay process against peer organizations, Digital World Class^® performers and AI World Class benchmarks. It helps procurement leaders identify performance gaps, quantify AI opportunities, and prioritize investments that reduce costs, increase productivity and strengthen business value.

How does purchase-to-pay benchmarking improve procurement performance?

Purchase-to-pay benchmarking identifies performance gaps, quantifies AI opportunities, and helps procurement leaders prioritize the initiatives with the greatest potential to improve productivity, reduce costs and strengthen supplier relationships.

What is the difference between Digital World Class^® and AI World Class purchase-to-pay benchmarks?

Digital World Class^® benchmarks measure current purchase-to-pay performance based on leading operating models, technology and best practices. AI World Class benchmarks quantify future-state performance achievable when purchase-to-pay processes are redesigned around AI-enabled execution and process-led AI transformation.

How does purchase-to-pay benchmarking help build a business case for AI investments?

Purchase-to-pay benchmarking identifies performance gaps at the process, subprocess and work-step level, helping organizations quantify expected productivity improvements, cost reductions and ROI before investing in AI transformation.

Which purchase-to-pay processes should be benchmarked first?

Most organizations begin by benchmarking procurement data management, requisition processing, purchase order processing, supplier scheduling, receipt processing and accounts payable. The right starting point depends on where performance gaps and AI opportunities are the greatest.

How can purchase-to-pay benchmarking improve invoice processing?

Benchmarking identifies opportunities to reduce invoice errors, automate invoice matching, accelerate processing and eliminate manual work. AI World Class organizations redesign invoice processing to improve productivity while reducing transaction costs.

What is accounts payable benchmarking?

Accounts payable benchmarking evaluates invoice processing, invoice-to-purchase-order matching, payment processing and accounts payable productivity. It helps organizations improve efficiency, reduce processing costs, strengthen financial controls and increase purchase-to-pay performance.

What is the purchase-to-pay process?

The purchase-to-pay process connects purchasing, receiving, invoice processing and payment. It spans the full procurement transaction lifecycle and provides the foundation for measuring spend, compliance, productivity, and process performance.

What is the difference between purchase-to-pay and procure-to-pay?

Purchase-to-pay and procure-to-pay are often used interchangeably. Purchase-to-pay typically focuses on purchasing through payment, while procure-to-pay can be used more broadly to describe requisitioning, purchase orders, receipt, invoice matching and payment.

What are AI World Class purchase-to-pay benchmarks?

AI World Class purchase-to-pay benchmarks quantify the performance organizations can achieve when purchasing, invoice processing and payment workflows are redesigned around AI. They measure future-state improvements in procurement productivity, process costs, cycle time and business value.

What is purchase-to-pay AI?

Purchase-to-pay AI applies artificial intelligence across purchasing, invoice processing and payment workflows to improve automation, increase productivity, reduce manual effort, and strengthen purchase-to-pay performance.

How do I measure my purchase-to-pay AI opportunity?

Benchmark current purchase-to-pay performance against AI World Class standards to identify performance gaps, quantify AI opportunities, and prioritize the investments with the greatest potential to improve procurement productivity, reduce costs and accelerate business value.

What is procure-to-pay benchmarking?

Procure-to-pay benchmarking compares procure-to-pay process performance against peers and leading organizations to identify cost, productivity, quality and automation gaps. It helps leaders improve process efficiency, strengthen supplier performance and prioritize AI transformation opportunities.

What are procurement benchmarks?

Procurement benchmarks compare procurement cost, productivity, compliance, supplier performance, and business value against peers and leading organizations. They help procurement leaders identify performance gaps, prioritize AI transformation opportunities and improve purchase-to-pay performance.