The Hackett Group® Establishes AI World Class Procurement Benchmarks
New research quantifies gains in procurement ROI (up to 3.7X), savings impact (up to 3X) and strategic procurement capacity (up to 55%)
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Purchase-to-pay provides one of the clearest examples of how AI creates enterprise value within procurement. Improvements in supplier intelligence, sourcing effectiveness, purchasing efficiency and transaction processing reinforce one another. Better decisions upstream reduce work downstream, improving supplier performance and strengthening procurement ROI throughout the process. While many organizations focus on automating individual procurement activities, AI World Class reveals a larger opportunity: redesigning the end-to-end purchase-to-pay process around AI. AI World Class modeling shows purchase-to-pay process costs can decline by up to 80%, while staffing requirements per billion dollars of spend can decline by up to 81%. This creates the opportunity to shift procurement capacity toward supplier strategy, sourcing optimization and commercial decision-making.
These new benchmarks build on The Hackett Group’s AI World Class research introduced in May, which identified performance advantages of up to 75% for organizations pursuing process-led AI transformation. The new procurement benchmarks show how those advantages emerge across critical procurement processes and where organizations can create measurable improvements in procurement return on investment (ROI), savings generation, supplier performance, and business value.
The research indicates that the next phase of AI adoption will be defined less by technology deployment and more by the business value procurement creates. As organizations face continued pressure to improve margins and strengthen supply resilience, chief procurement officers are increasingly expected to accelerate savings, strengthen supplier performance, improve compliance and reduce enterprise risk with leaner teams.
“Most organizations are still trying to justify AI investments one use case at a time,” said
The new benchmarks span critical procurement processes, including sourcing, supplier management, purchasing, purchase-to-pay and supplier performance. AI World Class Procurement benchmarks quantify where process-led AI transformation can create the greatest value and establish future-state performance standards across the procurement function.
Purchase-to-pay demonstrates how AI creates compounding value. Better supplier intelligence, sourcing decisions, and increasingly autonomous transaction processing reinforce one another throughout the procurement process to increase savings, supplier performance, compliance and ROI.
The performance impact is significant. AI World Class organizations generate up to 3.7X greater procurement ROI and 3X greater savings impact. AI World Class modeling also shows purchase-to-pay process costs can decline by up to 80%, while staffing requirements can decrease by up to 81%, creating capacity for supplier strategy, sourcing optimization and higher-value commercial decision-making.
Competitive bidding increases by 97% alongside 42% greater supplier concentration, improving sourcing outcomes before a purchase order is ever created. Guided buying and catalog adoption improved by 110%, reducing maverick spend leakage by 69%. As purchasing quality improves, invoice errors decline by 76%, invoice processing accelerates by 74% and transaction execution becomes increasingly autonomous.
The impact becomes even more visible as procurement organizations redirect capacity from administration to supplier strategy. Increasingly autonomous execution frees procurement professionals to spend more time strengthening supplier relationships, optimizing sourcing strategies and pursuing commercial opportunities with the greatest potential.
“Procurement creates the greatest value before an order is placed,” said
While purchase-to-pay provides a clear illustration of the opportunity, similar patterns emerge across the broader AI World Class benchmark portfolio. The benchmarks span 16 end-to-end enterprise processes and identify where process reinvention can unlock the greatest gains in cost, productivity, speed and business performance. The most significant value is created when organizations redesign how work flows across an entire process enabled by AI rather than focusing on isolated automation opportunities.
The AI World Class benchmarks are grounded in more than 30 years of benchmark data, process intelligence and transformation experience drawn from leading global organizations, including 98% of the Dow Jones Global Titans, 97% of the Dow Jones Industrials and 90% of the Fortune 100.
The AI World Class Procurement benchmarks are available exclusively through
About The Hackett Group ®
The Hackett Group, Inc. (NASDAQ: HCKT) is an ROI-led, AI enterprise transformation firm that helps clients enable AI world-class performance. Its experts and engineers leverage proprietary AI delivery platforms – Hackett AI XPLR™, ZBrain™, XT™, AIXelerator™ and AskHackett™ – to accelerate and enhance the delivery of the company’s solutions and services.
The AI platforms are powered by the company’s domain-specific Hackett Solution Language Model informed by Hackett Process and Performance Intelligence – including Digital World Class® benchmark metrics, best-practice process flows and service delivery model solution frameworks, which accelerate and enhance the delivery of its services. The Hackett Group’s proprietary insights are based on benchmarking results from leading global organizations, including 98% of Dow Jones Global Titans, 97% of the Dow Jones Industrials and 90% of the Fortune 100. Visit www.thehackettgroup.com
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Source: The Hackett Group, Inc.
