Benchmark Procurement Performance and Quantify AI Opportunity

The sourcing and procurement performance gap is widening

A new performance divide is emerging between organizations that redesign procurement around AI and those that simply automate existing ways of working. Procurement leaders face growing pressure to deliver more savings, strengthen supplier performance and improve resilience while operating with leaner teams. The challenge is no longer whether to invest in AI. The challenge is knowing where AI can create the greatest business value and which investments will deliver the highest return.

Procurement: An AI World Class example

Process reinvention unlocks the full value of AI. The greatest gains occur when AI is applied across the entire procurement process rather than isolated automation initiatives. AI World Class organizations create compounding value through better supplier decisions, stronger buying compliance and increasingly autonomous execution. 

What we benchmark across sourcing and procurement

End-to-end procurement performance

The Hackett Group^® benchmarks performance across the entire procurement function, helping organizations identify performance gaps, quantify AI opportunities and prioritize transformation across core procurement capabilities.

How we help procurement leaders prioritize AI investments

Using Digital World Class^® and AI World Class benchmarks, procurement leaders can identify performance gaps, evaluate AI opportunities, and build a transformation roadmap that accelerates savings, strengthens supplier performance and improves procurement ROI.

Frequently asked questions

What is procurement benchmarking, and why is it important for CPOs?

Procurement benchmarking compares your sourcing and procurement organization’s performance, costs, productivity, and supplier performance against peer organizations, Digital World Class^® performers, and AI World Class benchmarks. It helps chief procurement officers (CPOs) identify performance gaps, quantify AI opportunities, and prioritize investments that improve savings, procurement productivity and enterprise value.

How does procurement benchmarking improve procurement performance?

Procurement benchmarking identifies performance gaps across sourcing, supplier management, purchasing and procure-to-pay processes. By comparing performance against peer organizations and world-class benchmarks, procurement leaders can prioritize initiatives that improve savings, increase productivity, strengthen supplier performance and accelerate business value.

How can procurement benchmarking improve procurement productivity?

Procurement benchmarking improves procurement productivity by identifying where AI, process redesign, and automation can increase efficiency and reduce manual work. It reveals opportunities to streamline sourcing, improve buying compliance, and shift procurement teams toward strategic supplier and category management.

What is the difference between Digital World Class^® and AI World Class benchmarking?

Digital World Class^® benchmarking measures current procurement performance based on leading operating models, technology and best practices. AI World Class benchmarks quantify future-state performance by identifying how AI-driven process redesign can improve procurement productivity, savings generation, supplier performance and business value. Together, they help CPOs identify performance gaps, evaluate AI opportunities and prioritize transformation investments.

How does procurement benchmarking help build a business case for AI investments?

Procurement benchmarking helps build a business case for AI investments by quantifying performance gaps, productivity improvements and expected ROI. It provides the evidence CPOs need to prioritize investments and support transformation decisions.

Can ChatGPT or other AI tools provide procurement benchmarks?

No. AI tools can provide useful context and directional guidance, but they cannot deliver decision-grade procurement benchmarks. Credible benchmarking requires proprietary datasets, like-for-like peer comparisons, data normalization and proven methodologies. Procurement leaders need benchmarks that support executive decision-making and defensible business cases.

Which procurement processes should be benchmarked first?

Organizations begin by benchmarking high-impact areas such as source-to-contract, supplier management and purchase-to-pay. The right starting point depends on where performance gaps, business priorities and AI opportunities are the greatest.

How can procurement benchmarking improve supplier performance?

Procurement benchmarking identifies opportunities to improve supplier performance, increase strategic supplier concentration, reduce supplier risk and strengthen supplier collaboration. AI World Class benchmarks show how leading organizations create greater value through better supplier decisions and stronger procurement processes.

How does procurement benchmarking support procurement transformation?

By identifying performance gaps, root causes and improvement opportunities, benchmarking establishes a fact-based baseline for procurement transformation. This assessment helps procurement leaders prioritize initiatives, align investments to business priorities, and measure progress against Digital World Class^® and AI World Class performance standards.

What role does AI play in modern procurement benchmarking?

AI accelerates opportunity identification, process analysis and investment prioritization. Platforms such as Hackett AI XPLR^™ help organizations identify high-value AI use cases, quantify potential business impact and prioritize procurement transformation initiatives. AI enhances benchmarking, but validated benchmark data and proven methodologies remain essential for decision-making.

Can procurement benchmarking help redesign our procurement operating model?

Yes. Procurement benchmarking provides insight into organizational design, operating models, governance structures, service delivery and process ownership. Benchmarking helps organizations develop future-state procurement operating models aligned with Digital World Class^® and AI World Class performance standards.

What are AI World Class procurement benchmarks?

AI World Class procurement benchmarks quantify the performance organizations can achieve when sourcing and procurement processes are redesigned around AI. They measure future-state improvements in procurement productivity, savings generation, supplier performance and business value, helping leadership teams prioritize the opportunities with the greatest business impact and ROI.

How do I measure my organization’s AI opportunity in procurement?

The most effective approach is to benchmark current procurement performance against AI World Class standards. This reveals where the largest performance gaps exist, identifies the highest-value AI opportunities, and provides quantified business cases that help leadership teams prioritize investments and accelerate procurement transformation.

What is source-to-pay benchmarking?

Source-to-pay benchmarking evaluates performance across the end-to-end procurement lifecycle, including sourcing, contracting, supplier management, purchasing and invoice processing. It identifies performance gaps, compares results with leading organizations, and highlights opportunities to improve savings, supplier performance and operational efficiency.

How can procurement benchmarking increase savings?

Procurement benchmarking identifies where sourcing strategies, supplier management, buying processes and AI-enabled automation can create the greatest savings opportunities. Comparing performance against Digital World Class^® and AI World Class benchmarks helps procurement leaders prioritize initiatives that deliver measurable cost reductions, stronger supplier outcomes, and higher procurement ROI.